{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "05baaf87",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import warnings\n",
    "import palettable\n",
    "sns.set_style(\"darkgrid\")\n",
    "sns.set_context(\"paper\")\n",
    "plt.rcParams[\"font.sans-serif\"]='SimHei'   #解决中文乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False   #解决负号无法显示的问题\n",
    "\n",
    "pd.set_option('display.max_columns',40)    # 最多显示40列\n",
    "pd.set_option('display.max_rows',20)       # 最多显示20行\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3fdad0ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>区域编号</th>\n",
       "      <th>感染人数</th>\n",
       "      <th>无症状感染者</th>\n",
       "      <th>总计感染人数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3月4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3月5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3月7</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3月8</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>5月19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>5月20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>5月21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>5月22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>5月23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    区域编号  感染人数  无症状感染者  总计感染人数\n",
       "0    3月4     5       0       5\n",
       "1    3月5     7       0       7\n",
       "2    3月6     7       5      12\n",
       "3    3月7    17       6      23\n",
       "4    3月8    12      10      22\n",
       "..   ...   ...     ...     ...\n",
       "76  5月19     0       0       0\n",
       "77  5月20     0       0       0\n",
       "78  5月21     0       0       0\n",
       "79  5月22     0       0       0\n",
       "80  5月23     0       0       0\n",
       "\n",
       "[81 rows x 4 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.read_excel('C:/Users/lenovo/Desktop/新冠疫情人数变化.xlsx','Sheet1')\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "995967aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(df1['感染人数'], '-*',label='感染人数')   \n",
    "plt.plot(df1['无症状感染者'], '-o',label='无症状感染者')\n",
    "plt.plot(df1['总计感染人数'], '-^',label='总计感染人数')\n",
    "plt.legend(fontsize=13,framealpha=0)\n",
    "plt.xlabel('Time',fontsize=18)\n",
    "plt.ylabel('感染人数',fontsize=18)\n",
    "plt.xticks(fontsize=17)\n",
    "plt.yticks(fontsize=17)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "97382636",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>朝阳区</th>\n",
       "      <th>南关区</th>\n",
       "      <th>宽城区</th>\n",
       "      <th>绿园区</th>\n",
       "      <th>二道区</th>\n",
       "      <th>长春新区(高新)</th>\n",
       "      <th>经开区</th>\n",
       "      <th>净月区</th>\n",
       "      <th>汽开区</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3月9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3月10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3月12</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>153</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3月13</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>4月9</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>4月10</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>4月11</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4月12</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>38</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4月13</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>97</td>\n",
       "      <td>44</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>22</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  朝阳区  南关区  宽城区  绿园区  二道区  长春新区(高新)  经开区  净月区  汽开区\n",
       "0         3月9    0    0    0    0    0         0    0    1    0\n",
       "1        3月10    0    0    0    0    0         0    2    0    0\n",
       "2        3月11    0    2    1    2    0        19    1    0    0\n",
       "3        3月12    5   30    3    9    4        24    4  153    1\n",
       "4        3月13   10   14    4    7    2         7   12   33    2\n",
       "..        ...  ...  ...  ...  ...  ...       ...  ...  ...  ...\n",
       "31        4月9   19   12   31   24    9        16   27    3    1\n",
       "32       4月10    3    7   40   14    8         8   12    1    2\n",
       "33       4月11    7    5   34    6    4         7    4    6    0\n",
       "34       4月12   13   16   38   29    8         6   31    3    3\n",
       "35       4月13   15   39   97   44   27        13   22    7    5\n",
       "\n",
       "[36 rows x 10 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.read_excel('C:/Users/lenovo/Desktop/新冠疫情人数变化.xlsx','Sheet2')\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "79f9adfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lyr1jevpxZs58kkmTprJ+/RrGjbuT2bPnkpDQuAbjPj1JIC6EEELUUzaHlVhT8UDcgtUuqSn1gRYaW62UEUe7i8jvdD1hOz8FnQ40jYJOo3G0vbD8C6Ij8LjzTmpsHo+bu+++l+joGPR6PQMG9GT+/PcwGo04nU5++eXHorYvvfRqiWvfeWceS5YsYtiw85k48YEq77VhwzpeeOEZRo++iauvvpZRo65j5swnmTLlPubOXUB0dPRJvZdTnQTiQgghRD1lc9iKFmqCr2qKbHPf4OQOegZ7hysxZO4PaNUULw2bzca9995RooTg7bffCHhLC1599XXlXrl162a+/vpL5s9/n8cee5Dw8HDuvPOeCndyXbbsZ2bNep7p02cwYMAgAAwGA9Onz2D+/DfQ62UH2KpIIC6EEELUUza7lSbhiUWv40LjsTlkm/uGyNW0Z4ADcK+CggLi4uL5+OMvi44NGNCT995bXBSYf//9NyWu8Xg8fP31lyxcuIAZM56jXbv2vPLK60yZch+rVq1kzJg76d27b9GiTk3TABg+/AJ69+5bZtbbaDQyYcLkQL7NU4YE4kIIIUQ9ZXNYUcydil5bQuNwepzkuLKJDpHdNUVZBQX5pV57c9MLN9n555+/+e23ZXTtehYAH3/8EUuXfk6zZs2ZO/cdmjVrDkCzZs15550PmTfvNR5//GGaNWvOhx9+itFoxOFwMmfOS7z99txKx+LxeHjqqWfp0EEJwDs9NegKP9WchrS0tNqtdj4ZZnMENtvJ5X6J8smzDRx5toEjzzZwToVne/sfN3F9u5u4sMUlAOS5crn05/N5b9BiWke1Cdq4ToVnW18F4tkW3+nS4/GUqAm+adMG9Ho9Z511doXXHz+ehtWaUeOA2uVyodfry61BHgzB+rlNSIgGKPdXWDIjLoQQQtRT3sWa5qLX4YYIQvWhWO0ZQQ3ERcNSPFe8dFB89tk9qry+UaMEGjVKOKn7ivLVj48oQgghhCjBrbnJcmSWWKyp0+lkd00hTiESiAshhBD1UJYjEw0Nc7E64lC4u6YE4kKcCiQQF0IIIeohm28re7OpZCAeJzPiQpwyJBAXQggh6iGbw+bNCTeU3FbcYoqTTX2EOEVIIC6EEELUQza7FXOxhZqFLKFxZNjT635AQgi/k0BcCCGEqIesDmuZ/HCQ3TVF3cnLyw32EE55EogLIYQQ9VCmw1YmPxzAEmqR1BRRbVarlb///rNW11511SUkJyfx7LNP4Xa7/TwyAVJHXAghhKiXKkpNiQuNx+rIkG3uRbVkZ2cyffrDfPjhp7Ro0bLM+dTUY0yYMJbPPvu6zLmIiEgA/vrrD3799ScuvNC7sdTkyeM4cGAfYWHhFd7X49GIj49n3rx3/fROTk0SiAshhBD1kNVhpWVkqzLHC7e5z3XlEBUSHYSRidrQNI1jBSk0CUsM2Aeo1NRjXHPNZbRu3abE8RYtWjJt2tSi1y6Xi+zsbL799hdMplBCQsoPB43GEGJjzUyaNAWd7kQShclkYurUaQwaNKTc64rv5CkqJ09JCCGEqIcyHTa6xXUvc9xiigMgw54hgXgDsjF9PQ+umcRLvV+lR6OeAbmH0WgkIiKCd99dhMFg4KuvPiMqKpoLL7yEuXPn0L17D3r27EVqaioTJtxd5voff/yO//73Rcxmb0rU8eOp3HrraACcTicXXHARQIkPEosXf0C/fgNp06ZtUbvbbrueW265nYsvvjQg7/NUIoG4EEIIUQ9ZHeWnpkQYIzDpTVjtGbSKal33AxMA5DizKXAXVKutpmm8vuO/ALy+YzYv9HqlwllxZ144mQX5Ra/DDGHV/sAVFhbOxIlT+PDD9/j55x/JycnGYDDw0Ufvc/z4cX755Sd0Oh0TJtzPRx99ysaN6/nuu/+RkZHB888/Tffu5zBixIU89NBjAIwbdwePPvokRqORkJCQMvfzeDw4HA7uvfd2Jk6cwsiRl7No0ULCwsIYPHhotcZ8upNAXAghhKiHMh3WchdrFm1zL5VTgsbtcXHDiqvJddW8qsiBnH2MXnFltdtHGiNZOuIHDPqqQ7aIiAhGjrwcgDvuGMuCBfMxm82MGjWaWbOe47zz+pVIJznnnHNp27Y9O3ZsY9q0J1m+/Fd+/fUn1q1bw9ln98Biicdms/L778sJCwtn7NjxJe6n1+sZM+Yu+vcfyGOPPcSqVStZu3YVb721sCi/XFROAnEhhBCinnF6nGQ7s7GUU74QvOkpGbK7ZtAY9EY+HvpltWbENU3jkbUPcCBnf9GxNlHtKpwVj40JJzOr5Ix4dYLw4n766XvmzHmZpk2bAfD9998CsGvXTp566nHee29RmTxyAI/HzcUXX8ZFF43kgw/eJTExkcOHD7J//z7uvPOeCu/XoYPCjBnPMXbsGNq1a4/ZbK7ReE9nEogLIYQQ9UymwwZAbDkz4iDb3NcHUSHR1UoZUW07OZCzn1D9iR1SD+TsI8OejmLuVKa9OSKCEEfeSY3NZDLRp08/nnxyJh988C5ut5vbb/fmhN944yhMJlO51+Xm5hIREYHb7SYkJIR27c5g48b17Nv3L506danwfunpx5k580kmTZrK+vVrGDfuTmbPnktCQuOTeh+ng6AH4oqifAc0Avqoqqr5jnUBXgd6AluBu1RV3VHsGh0wHbgXMADzgKdVVfXU8fCFEEIIvysMxMvLEQckNaUBaR/TgandHkXTToQoOp2e9jEdAnZPj0cr+n7z5k306zeA//u/mUyZ8ojvvHcs+fn57Ny5jbS0NG6++Tq6dTuL7t3PwW4vICQkhHPP7cXLL/8fw4aNwGAwlHuvDRvW8cILzzB69E1cffW1jBp1HTNnPsmUKfcxd+4CoqNlQXFlgrqhj6Io1wMXAeOLBeEJwHIgDLgWWAn8oihKbLFLnwCeBOYAdwG3AlPqcOhCCCFEwFjtViKNUYToyy6Qg8Jt7iUQbwiMeiMjW17Opa2uLPoa2fJyjDVMN6mJli1b0r//QA4dOsiOHds4//yL+Pbbr9Hr9YwfPxmz2YzH4+GPP1Ywd+6rTJgwmRdeeIXVq/8hJiaWF198jtat22K1euvVd+zYhe3bt3H8eFqJ+yxb9jOPPfYQEydO4eqrrwXAYDAwffoM+vTpj14vde6rErQZcUVRLMBs4C1VVdcXO3U/3iB8pKqqGcCPiqL0A+4GXlIUJQZ4FHhBVdUXfX05gCWKosxWVdVVh29DCCGE8Dubw4qlgrQU8G1zL4G4qECLFq04dOgg998/nnvumUBMTAzgre89YMAgPB4Pkybdy/jxk/jggyUAzJz5JIMHD+Oss85mwoRJAEybNpUJE+5n0aKFxMXFc+mlV3D11deiad4Z9+HDL6B3775lZr2NRiMTJkyuw3fccAUzNeUlvGklj5c6PgL4wReEF1oKnO+7pj8QDnxU7PyveN9LL+CfAI1XCCGEqBM2hw1zBQs1wZeaIoG4KMVuL+Dmm68jNfUY3bp155FHpnPeeX0BGDJkGKNHX0FYWDgFBQV069adM8/siE6n4/jxNHQ6uOeeCYSFhdG161lMnjyOxx+fQe/efWjTpg3z58/l/PO9dcQdDidz5rzE22/PrXQ8Ho+Hp556lg4dlIC/94YqKIG4oigDgNuBdcCriqKkAW+oqroXaI438C7uAFCYTNUcKADUwpOqqnoURTnsayOBuBBCiAbN5rASW0F+OIAl1ILVYZVt7kUJoaFhzJjxHM2btyA21lzi3DPPvFjhdY0aJfDEEzOLXlsscUUz5QC9evWhV68+Ra/nzKk8AC/kcrnQ64OaBV3vBWtG/BVAh3eRphW4DLhLUZQL8M52l/6Ynwsk+L4PB2yFOeUVtKkWszmihsM+eQaDPij3PR3Isw0cebaBI882cBrys80jmybRCRWOv42+BU6PA2Okh2hT3S+Ga8jPtr472Wfbr19vP47m1FIff27rPBBXFOVcvCkkP+LNA/coitIIWIs39cQOlM7ztuMNwKngfOk21WKznVx5oNowmyOCct/TgTzbwJFnGzjybAOnIT/b1Ow02sWcUeH4DU7vP3cHUo/SMqpVXQ4NaNjPtr6TZxs4wXq2CQkVf1gOxu8LzvT9d1ZhuUFVVY8DXwDnAKl400+Ki8c7443vfKKiKKXr6BRvI4QQQjRYtgq2ty8UaYwkRG8iw5Fed4MSQvhdMALxHN9/95U6ng84gE3AwFLnegFJvu834Z3JL0pW8pU27FCsjRBCCNFg2Ry2cre3L6TT6bCYLFjt1joclRDC34IRiK8FPED3UseHAKuAz4BhiqL0gaIyh7fhrYyCqqoH8C7ynObb2AdgEt6c8+UBHrsQQggRcN4Z8YoDcZDKKUKcCuo8R1xV1RRFUd4D5vpmso8ANwP98JYu/A1v/vhPiqJ8DQwAQoBZxbp5AG/Q/aeiKMeAq4A5qqqWrDQvhBBCNDAOt508V171AnHZXVOIBi1YNWXuBebj3R3zO6AvcL2qqit81VCuBF4GugCbgT6qqh4qvFhV1b9819iA1sCDvi8hhBCiQbMVbm9fSR1xgDiZERcV2LBhHdnZ2YC3hKDLJXsd1ldBKV/o2/3yad9XeeedlZ33tVkPXBqQAQohhBBBYnN4875jQ2IqbWcxxbE/+9+6GJJoYF555UVuuOFmRo68nC+//Iwff/wOo/FEyHfkyGEee+xJBgwYzIQJd5OaeoywsLAK+ysoKKBJk0Ref/0tACZPHseBA/sIC6u4WJ3HoxEfH8+8ee/6742dgoK5s6YQQgghSrHarcSExGLQV/5PtCU0jvXH19bRqERDsW/fXkDj4osvJTPTxrXXXs8114wusbHOgw9OolEj79YrBoOBadOe5JxzzsXlchESEgKApmk4nU6MRiObNm1g4cIFRdebTCamTp3GoEFDyh2Dy+UqEfiLislTEkIIIeqRTIcNSxVpKeBLTZEc8QYl9923iLxjbEDv8dlnnzB27ARSUpJ54IEJvPLK69x//3hiY81Fwfj+/f9iNscBFAXMqanHuOee2wkNDQW8M9oOh50ZM54DvAF7oeK7uS5e/AH9+g2kTZu2ADidTm677XpuueV2Lr5YEheqIoG4EEIIUY9Yq9jevpDF5M0Rl23ug8OTnY1mL6jRNfnvvUPY5VdV2sblCMedlV/0Whcahj66erunbt68kb/++oPOnbvyxhuzuf76m2nevAWfffa/Eu2uu+4KzGZz4R0AMJstfPnldyVmzt1uNy6Xi+3btxa1K87j8eBwOLj33tuZOHEKI0dezqJFCwkLC2Pw4KHVGvPpTgJxIYQQoh6pTulCAEuoBYfHQZ4rj8iQyDoYmSikuVxYr70cLbfm+wharxpZ+flSr3WRkcR9+wu6aqR6xMXFc/HFIzl06CCpqcfo1q07o0ZdSlRUFDqdntTUYzRu3ARNg9tuu55Jk6YC3lnsMWNuwGAwcOTIYdq0acf+/f/SsmVrIiMjueeeCeXeT6/XM2bMXfTvP5DHHnuIVatWsnbtKt56ayEREfIzWR0SiAshhBD1iM1e+a6aheJC4wGwOjIkEK9jOqMRy2f/q/GMuPWqkVi++q7SNrEx4WSWmhGvThAO0LJlK8aNm8T994/n4Ycf54wzOrBw4Sfk5GSTmNiUyy67gPfeW4Tb7SY5OYmWLVvxxRefEhISwscff8n+/ft49tmneOedDxg5cjgfffQp4K3CUpkOHRRmzHiOsWPH0K5d+2Kz7aIqEogLIYQQ9YjNYUWJ7VRlu0hjFCH6EDLs6bSIbFkHIxPF6aOjoZopI4XCb78Lg2+RZEWM5ggMprxajcnj8fDGG7MBHdu3b2Pnzh2Eh4fz5Zef8tprb2G32/n88yX888/fNG/egqlTHylx/fbtW+nQQanxfdPTjzNz5pNMmjSV9evXMG7cncyePZeEhMa1eh+nk2DVERdCCCFEOWzVXKzp3eZeaok3JIFeqKnT6Th48ACJiYlkZ2fTsmUrzj//IoYOPZ8HH5yE0+ngk08+YsCAQWWC8IKCApYsWcTVV18LeCuf5OTk8PDD95OUdLTCe27YsI7x4+/i2mtv4LrrbuC5516iQweFKVPuK6plLiomgbgQQghRj9gcVmKrkSMO3jxxq710VrE4Xel0Ol566VUeffQJ+vbtT0hICP/88xdLl37O0KEjiI6OYcqUR/jyy085frxwM3INgNdfn82VV46iQ4czAejTpx9jxtxAeHg4TZs2K/d+y5b9zGOPPcTEiVOKAniDwcD06TPo06c/er0sIq6KpKYIIYQQ9YjNbsVS3UDcJCUMxQlWq5UZMx7n2LEUunTpRs+evZk373UeeWQ6ffv256233qB//4Hs3r2LG2+8htmz38DlcvHUU49jMplYtepvPv74oxJ9bt++jY0bN9C+/RlFxzTNG7wPH34BvXv3JbpUio7RaGTChMmBf8OnAAnEhRBCiHoi35WP3WOvcnv7QhbZ5l4UY7FYuPXWOzjrrLOL6oMPHTockymUhx++v2gnzNtvv5vOnbvSqVMX3G43Tz31LD169Kyw3w0b1vHuu28VvXY4nMyZ8xJvvz230vF4PB6eeurZWuWdny4kEBdCCCHqicLt7atTNQW8m/ocyNkfwBGJhqZ0QB0a6t26fvTom2jVqnXR8fPO6wvAK6+8htEYUmWfxfudM6fyALyQy+UqUZdclCWBuBBCCFFP2BxW9OiJDompVntLaBwb0tcHeFTiVHDuub3KPV4YqAeCbHNfNfmYIoQQQtQTNruNWJMZva56/zxL1RQhGjYJxIUQQoh6wrurprna7QtzxAsXzwkhGhYJxIUQQoh6wurIqPZCTfAG4naPnXx37TaAEUIElwTiQgghRD2R6bDVbEbcFAcgtcSFaKAkEBdCCCHqCavdirmaNcQBokOiMeqMkicuyli4cAGzZj1X4tgXXyxhwYL5VV575MhhXC5Xle2WLv2cFSt+LXHMbrdz9OgRli//lfnz3/Br2lRlfaWkJGO1Vv2BNCMjnaeeerxMv1arle3bt7F48QesXbu6yvv5iyxnFUIIIeqJTIeNllGtqt1ep9NhCY0jw54ewFGJhigkxITJFFr0esuWTcyb9zrTp88o0c7tdqNpWokKJw8/fD8zZ75QtIlPYVBe2MZut2MymUhLS+Pff/9l4MAhuN1udu7czn33jcVgMNC4cROaNElk//5/adfuDCZPHseBA/uKapmXx+PRiI+PZ968d8ucS08/zrPPzuCll+bg8XjQ6/UlSiO++OKzdO7clbvuurdYfx48Hg9GoxGXy4XL5SIyMorffltGRsYUoqKiMRgMPPDABDZsWEdUVBSJic2w2ax07XoWjz/+EM8+O4vw8IrHfLIkEBdCCCHqCaujZjPiILtriqrt37+Pxx9/mIcffpzBg4eVOLd580beeGMOBoMB8M4CJycn8cILzxS18Xg8jBx5OVdddQ0Al146gpAQEzrfDvbLlv1MYmIi99//EF27nsXrr79VpnShyWRi6tRpDBo0pNwxulyuSssdPvvsU9x99zj0ej1vvvkaa9b8g65UdaG//vqDv/76o+i1pnno3bsvEyZMZtGihXz88YcYDAYiIyO55ZbrcLvdPPLIdPR6PS++OJt+/QaU6O+qq67hv/99kcce+0+F4zpZEogLIYQQ9YStNoF4qEVyxOu5XX8mE9c8ksbtYkjdl0XG0Vw6DmxaN/fetYNHHnmAsWPHc/75F5U536NHT8aNm4jVmoFOpyM9/Ti5uTlcd90NRW3cbjcjRlxY9Prrr3/i/fffYfz4SRw9eoRFixby8MOPs23bFoxGY7kBta4wagcWL/6Afv0G0qZNWwCcTie33XY9t9xyOxdffGmZa5ct+5kuXbrRqVMXACZMmMyECZP5/ffl7N27p9z3fe65vTj77B5Fr2+77U7atWuN2ZxAt27defvtN+nTpx/dunXnm2+WEhZWtp76wIFD+O23ZezatYOOHTuXe5+TJYG4EEIIUQ9omkamw4alxoG41BIPBke+C7fTU622kZZQVn6yl9ZnN+LgpuOce3kb8rMc5bYN0RlKnDOE6DGF1z5cCwsLZ8yYu7nssisrbBMTE0NISAigY/HiDxk16joSEpoUnXc6HUWBtNvtxmQykZR0lKysTJYv/4XmzVtgt9sBsNms/PrrT4D3Z7pt2/accUaHor48Hg8Oh4N7772diROnMHLk5SxatJCwsDAGDx5a7vh++ukHpk17oszxv//+kxYtWtK3b/8Sx3/88Tu2b99aIhB3OBzExMSydetmFKUTP//8IzfddJsv7UbHhg3ryMjwpni5XC4uumgkAKNGjeaHH76VQFwIIYQ4leW6cnF6nMTWoGoKeFNTDuUeDMygRLk8bo3vXt6C0+6u0XV7/jkGwD9L/q32NSGhBq6Ydg56g67Ktlu2bGLKlPuIiIikoKAAj8fNsmU/Y7cX8NZbc33BtjcYzsvL5cMPP+X5559Gr9ej0+nJy8vh8OGD/PHH7/zxx2/k5OQQFRWN2+1i7tw5vPvuIv74YwX/938z0esNXHXVJeh0OkJCTLz//jvMmjUHu93Ovn3/snz5LyhKJ8zmkh8s9Xo9Y8bcRf/+A3nssYdYtWola9eu4q23FhIREVnu+8rLy8ViiStzvEmTRH7/fQW//76izLnCNJpC9957OykpyYCOuXNfJTo6hquvvoTRo29C0zykpCSTlpbK2rWrS8z+d+7clXnzXq/y2deWBOJCCCFEPWBzeNNLLDWoIw4QFxrH5oyNgRiSqIDeoGPk1LOqPSN+/FAO6/93oMSMeKNWUeW2jYkNJyszv+i1IURfrSAc4KyzzubXX/8CYPHiD0lLS2Xy5KksXfoFGzeuY8aM58tc8+qr89Dr9fz22zLee+8dPv30f1gs3p/ByZPH07lzF8aOHV80Iz506Aj69x+E0WjknXfmERUVzfXX34TL5WLbti20bduesWPHs3fvbi699Ap69Tqv3LF26KAwY8ZzjB07hnbt2mM2m6v1HgGOHUvhr79+x2w2c8klZVNZAOz2Ar74YgnnntubNm3a8tZbC7FYIrFac7n44qF8//0y3G7vB6n77x/PNddcD2gcOnSQ8eMnlejL46nen3NtSCAuhBBC1AM2hw2jzkiksfwArSKSmhIcpnAjVLOYRq7VTr/rz6BxuxiadzSTcTSXll3LzvACRMaG4tRqNtNelQsuuJj33nubLVs2cdZZZ5c4l5eXxzvvvMlXX31Os2bNeeSRB06MOzeHDz9cw8aN6xk9+kYGDRpKTk4211xzGUZjCA6HHZ1Ox4cfvkd0dDTjxk0kMrL8We3S0tOPM3Pmk0yaNJX169cwbtydzJ49l4SExlVem5R0lG+++Zq77x5XabtPP/2YmJhY2rRpy5tvvsr333+DTqcnPz+fSy4ZjqZ5mDDhfjIzbURGRpKbm1OmD03TSuS3+5sE4kIIIUQ9YLNnEGsy1/gffUuoVE2p74ovzGzcLobG7WLq9P7JyUlMmHA/Tz45jTfeeJvmzVsAYLVmMG7cXVxwwUWMHHk5nTp1KZFLnpeXx9VXj2TAgEHMnfsqbdu2p02btixZspQPP3wfk8lEeHg40dHRjBo1mgUL5tO6dZsqx7NhwzpeeOEZRo++iauvvpZRo65j5swnmTLlPubOXUB0dHSJ9jExsRw/nkajRgmAN70lNtZM//4D+fTTxfz443eEhnoXW9rtdnr06Ml9993Pb78tK1o4OnHiFNq0aU3z5q155JEHePbZF4mIiKBduzN4443ZNG3ajL17d5cZ65YtmznzTKU2j71aJBAXQggh6gGbw1rjtBTw5ogXuAvId+URbowIwMhEQ2WzWfnPfx5jzZpVLFnyFf/+u4exY29jypRHGT78fCyWOD766FOMRiOvvPICCxcuYOnSL4qu1zQPBoOem28ew803jwG8izWffXYGZ56poNPpMJlMrFixjJAQE2vWrOKOO8ZWOqZly35m1qznmT59BgMGDALAYDAwffoM5s9/A72+7AfRiy8eyaefLmb8+Mm+IyfauFxurrnmei655DIAVqz4lTVrVpfpY+PG9Sxc+B5z5swDvOkmTz31OOPHT6Z167YVlk787LOPGTPmrkrf08mQQFwIIYSoB2wOW40XaoJ3Rhwgw55BcwnEhc++fXv55ZcfGT78fD78cAkxMbGMGzeRFi1a8uKLz/DHHyuYMeO5ogBU07wl/krPiF9zzWUl+t28eSNms5nrr7+J+fPfICYmhscff4oDB/Zz9OhhzjnnXF9/GnBiZ8rCXSqHD7+A3r37lpn1NhqNTJgwmfIMHDiE77//hrVrV/tyzk/0Gx0dzdKlX5T4AFFYD9zj8RT9hunTTxfz4osv+Y7p6dmzN9Onz2DRog8YMmR4uWP+/vtvaNSoUYmqL/4mgbgQQghRD9gc1hqXLoRi29w7rDSPbBGAkYmGqHv3czj77B5ceukVJY5fdtmV9OrVp9wZ4EWLFpaZEXc6S5ZZ7NGjJz169OTTTxezZ4/KNddcT9Omzfj66y+5/vqbMZlMADgcThwOZ9F1DoeTOXNe4u2351Y6bu9M9bN06FAyHeTxx2fw8sv/x7nn9sLpPNHvZZddWW5pxrfffpPt27dx6613APD88y9jMmnceONNXHnlKAASE5ty+PBBnnhiRpkx5+fns379GqZNC9xmPgC6wk8opyEtLS27zm9qNkdgs+XV+X1PB/JsA0eebeDIsw2chvZsn9n4H+JC4xjfufxZwcpct/wK7uv8AIMSh/h/YOVoaM+2ITndn63L5SqzfX1tOJ3OonKNhYL1bBMSoqF4Pk0xQZkRVxSlH/B3Oae6qaq6TVGULsDrQE9gK3CXqqo7il2vA6YD9wIGYB7wtKqqgasvI4QQQgSQzWGlXXT7Wl1rMUnlFHFqqGyb+5ooHYTXVyf3caP2zgV2Ab1Kfe1VFCUBWA6EAdcCK4FfFEWJLXb9E8CTwBzgLuBWYEqdjV4IIYTwM5vDirkWizVBShgK0VAFK0f8XGCtqqrrSp9QFOUJvEH4SFVVM4AffTPodwMvKYoSAzwKvKCq6ou+axzAEkVRZquq6qqzdyGEEEL4ic1hw1yLHHEAi8mC1bchkBCi4QjmjPiaCs6NAH7wBeGFlgLn+77vj7eE/kfFzv+K90NFL/8OUwghhAg8j+bxBeLmWl0vM+JCNEx1HogrihIJdAJuUxQlQ1GUbEVRvlYU5Uxfk+bA5lKXHQA6FDtfAKiFJ3254YeLtRFCCCEajGxnNh7NXevUlLjQeNnUR4gGKBipKefiXWC5E++CSwvwNN488DPwznaX/tskF0jwfR8O2FRVLV3upXibajGb677eqsGgD8p9TwfybANHnm3gyLMNnIb0bK2ZxwBondCMyJCaj7mFJZHMw9Y6e78N6dk2NP54tk6nk++//57LLrusyuojbrcbt9uN0WissK23XKBGSIjppMYVbPXx5zYYgfgmoKeqqusLDyiKshFvYH4FYAdK53nb8QbgVHC+dJtqCUYJm9O9LFEgybMNHHm2gSPPNnAa0rM9lJGESW/CkQNOXc3HbHJFcjw/vc7eb0N6tg2NP57tX3/9zkcffcigQSPYtm0LM2ZMJzIyCp1Oh8vlIiTEyLx57xIaGsby5b/y/PMzMBpDcLmcaJpGREQkAFZrBtHRMbjdLoYNu4BHHnkcgMmTx3HgwD7CwioOuzwejfj4eObNe/ek3os/Bbl8YbnqPBBXVTULWF/qmKooSipwDpCKN/2kuHi8M974zicqimJQVdVdQRshhBCiwci0exdqFu4CWFOW0DgK3Pnku/IJN9ZoTkqcgj799GPGjp2Aw2GnW7fufP75N0XnHnpoMt26dSc0NAyAYcNGMGzYCAAWLJhPTk4OkydPBeCii4awYMGHNG3arET/JpOJqVOnMWjQkHLv73K5/FaG8FQXjBzxtoqinFPqWAgQA4TinTEfWOqyXkCS7/tNeD9A9Cl2fSze/PAkhBBCiAbG6rDWumIKQJxvm3vJExcbNqxDp9PRq9d5fPzxR8yf/0bRucWLPyQ1NZUbb7z1pO5R/APj4sUfcODA/qLXTqeTW28dzQ8/fHtS9zhdBKNqyljgXd+mPIVG400rWQl8BgxTFKUPgKIoFuA2vJVRUFX1ALAOmFasj0l4dyxaXhdvQAghhPCnk6khDhAdEoNeZ5DKKfXcpu8+D2j/WVlZvPLKC4wfP5mCggJ++eXHoi3uv//+G95+ey5ut4v9+/f55X4ejweHw8G9997Od9/9D4BFixYSFhbG4MFD/XKPU10wfm+wALgP+EJRlG/xzmQ/AKwF/ge4gR+BnxRF+RoYAIQAs4r18QDeoPtPRVGOAVcBc1RVTauzdyGEEEL4ic1hw3ISM+J6nd5bS1wC8TrjyMvF5bDX6JotP3zBmf2HVdrGqOWTl5l/4rUpFJMvZ7squbk5pKen8/zzT3P06GGmT59BdHQMr776Mn/++TuvvTafgoICHn/8Ia688hpGj76xKI3EYDBU2K+maTidTgwGQ4l2er2eMWPuon//gTz22EOsWrWStWtX8dZbC4vyzEXlgpEjvldRlEuBl4C5wDG8QfZzhZvxKIpyJTAN7+LNzcA0VVUPFevjL0VR+gIzgNbAg3h32RRCCCEaHJvdSpPwxJPqwxIaR4YE4nXC43bzxZMTcRbkV924lM+nT6hR+5CwcEa/8Db6SgLlQk2bNuOHH5azYcM6Vq1ayeDBw3jhhWeJjo5m4cJPiIjwVgx5662FvPrqy2zZsokHH5xEZGQU4eHhZGbaAB0rV/4JQF5eHhMn3gNAQUE+//nPs/TqdV6Z+3booDBjxnOMHTuGdu3aYzaba/QeT2dByaRXVfV3Ktl8R1VVJ96Shk9X0mY9cKn/RyeEEELULZvDimLudFJ9xIXGSY54HdEbDIx6+rUaz4h/Pn0C1zzzRqVtYmLDySo1I16dILzQ1q2befvtN7njjrEsXfo5l1xyKc8++xQrV/5FYWq3x+Nh5MjLOeecc1m27O+ia6dPf5iePc/jyitHAd7Fmq+9Nr/MYs3S0tOPM3Pmk0yaNJX169cwbtydzJ49l4SExtUe9+lKlrQKIYQQQXYyu2oWsphkd826ZIqIrHbKSKGzLh5FhDmu0jZR5ghctShhCd4Ukv/7v5lERkbx22/LaN26DS1atGLhwk98lU4mcfPNt9G9+zloWsntWLKyMlm9ehX33juxRvfcsGEdL7zwDKNH38TVV1/LqFHXMXPmk0yZch9z5y4gOrri0n1CAnEhhBAi6GwnWTUFwBJq4WjuUT+NSATC2SOvCWj/Op2ORYtOLAi1Wr0fzEJDQ0u0Ky8f/L//nUXPnr1o0aJlte+3bNnPzJr1PNOnz2DAgEFFfU+fPoP5899Ar69dOc7TiQTiQgghRBC5NTdZjsyTWqwJ3hnxbdatfhqVaIgyMtJ59923OHr0CAcO7Cc6Oppx4ybSt++ACq/Jyspk9uyX2LZtK/PmLShxzu324PF4ylxTOJs+fPgF9O7dt8yst9FoZMKEyX54R6c+CcSFEEKIIMpyZKKhERtqPql+4kLjJTXlNGexxNGkSSKDBw+ja9ezCA8P58YbRzFv3uvodHrS048za9ZzhIaGkZeXy5NPzmTv3t2kph7jzTcXEB/fqER/LpcTl6vsZuYOh5M5c17i7bfnVjoej8fDU089S4cOil/f56lEAnEhhBAiiGwOK4AfUlOkasrpTqfTccstt5c4tnjxF5Ve07XrWVx5ZfkpMytW/FPu8TlzKg/AC7lcLvT6YGxZ03DI0xFCCCGCyOawEW6IIMwQdlL9WEIt5LvzKHAX+GlkQpwco9EogXgV5OkIIYQQQWSzW0+6Ygp4c8QBSU8RogGRQFwIIYQIIutJbm9fKMYUK9vcC9HASCAuhBBCBFGmw0asH2bE9To9ZpNZNvURogGRQFwIIYQIIpvdetKlCwvFyYJNIRoUCcSFEEKIILL6YTOfQrK7pijt2LEU0tJSgz0MUQEpXyiEEEIEUabDRjfLWX7pyxIqgfjpzmazYTabi17Pnj2L0NAwnnrq2Qqv2bRpAw89dD+tWrUucy4jI53Bg4dy//0PFR2bPHkcBw7sIywsvMI+PR6N+Ph45s17t3Zv5DQhgbgQQggRRP5arAneQDw5T7a5P10dPXqEsWNv45lnXuScc87l559/ZN26tSQmJnLLLdeRkpJMv34DmTHjuRLXGY1GzjijA2++uaBMnx9++D75+XkljplMJqZOncagQUPKHYfL5cJolBCzOiQ1RQghhAgib/lCf6WmWLDarX7pS/iX52gO7u0ZeI7mBuwezZu3YPr0p3n66SdYt24Nr776Ei+9NIcPPljCjBnPY7HE8eCD08pcV1XQbDAYSrzW6XRF3y9e/AEHDuwveu10Orn11tH88MO3J/luTg/ycUUIIYQIEqfHSY4r2y91xEFSU+or57IjeLanAzpAQ98lnpDhLQJyr759+7No0efMnj2L/v0HMWvW84DGkSOHadOmHRMn3sOBA/t4773FtG3brui6vXv3cOedt5TpLyMjnUsvvaLce3k8HhwOB/feezsTJ05h5MjLWbRoIWFhYQwePDQg7+9UI4G4EEIIESSZDhsA5tA4v/QXFxpPhiPdL32JymkFLnBpVbbzpOTh2Zbua+tt79mWjrt1NPrEiDLt3XoHWo7zxAGjDl1YzcK1iIgIHn74ce/lRiNHjhzm/vvH8/77iwG45prL0Ov1JVJIKktNcTjs5d5Hr9czZsxd9O8/kMcee4hVq1aydu0q3nprIRERkTUa8+lKAnEhhBAiSIoCcX/NiJviyHPlYXfbCTWE+qVPUZbm0XC8vQMcntp14NJwfb2/3FPHSx8w6TFN6IZOryuvebk+++wTjh1LYeXKPzEYDDidLo4fT+OWW67z3uN4Gg89NJkbb7yFK6+8hvz8/Nq9D58OHRRmzHiOsWPH0K5d+xKLRUXlJBAXQgghgsRqtxJpjCJEH+KX/iy+RZ9WewaJEU390qcoS6fXYbq7c7VnxF3fHSjZ1qjDOLJNuTPiMTHhZGXll2hbkyA8Keko77//NkuWfM19990PUDQj/uGHnwLeGfFXXnmdFi1aApCbm8O//+4tCtSLy8zM5Iorrq70nunpx5k580kmTZrK+vVrGDfuTmbPnktCQuNqj/t0Ve1AXFEUE/A+8JCqqlUuyVYU5XZgh6qqq2s/PCGEEOLUZXP4bzMf8G1zjx6rQwLxQKtuuojhjFg8XePxbD+Ru6/vGofhjNjy28eY0HlctR7XRx+9z6hRo8nOzuK2264nPDwCl6vkjHhmZiYej7vomkOHDnHJJZeWKFFYqLLUFIANG9bxwgvPMHr0TVx99bWMGnUdM2c+yZQp9zF37gKio6Nr/V5OBzWZEXcC1wP/KoqyFzgM/Kuq6sHSDRVFaQbMAtYAl/hjoEIIIcSpxuawERtq9lt/Bp2BWJNZdtesZ0KGt8DT0YJms6Mzh6JvHpj86X379vL778v55JOlREdH88UX3solpWfES/vjjxXceOOtNb7fsmU/M2vW80yfPoMBAwYB3gor06fPYP78N9DXYCb/dFXtQFxVVU1RFPAG43GABdAURbECq4CfgQ8AA/AL3sD9Tn8PWAghhDhV2Py4q2YhqZxSP+mbR0KAAvBCBoORe+65r8wstMtV8Qz7P//8RWrqMfr1G1DieH5+Prm5uRw9epimTZuVOKdp3jSb4cMvoHfvvmXuZzQamTBh8sm8ldNGbXLEh6uqesiXqtIc6A70Ax4AnuPEOoPhqqom+2eYQgghxKnHZvdvagpAnATip63WrdvQunWbEsfmz3+Db75ZyplnKmXa5+fn88ors5g8+cEytcTT0o5xyy2jSUxsWiZH3OFwMmfOS7z99txKx+PxeHjqqWfp0KHsvYVXpYG4oihn4J0B/1RV1d3Fz6mq6gD2A/sVRUkGWvjaNgc+UlV1R2CGLIQQQpwabA4rbaPb+7VPS2gcGQ4JxIXX5ZdfxbBh59O+/RllzoWHh/PRR58SGlq2wk6rVm1YseIf9Pqyez/OmVN5AF7I5XKVe704oaoZ8aHAf4AZiqIcwFsAc4iiKElAF+A8YBDQGPgBOB9IBX5TFGWaqqrPB2rgQgghRENnc1iLKp34i8UUR0q+/EJaeJVOKymtvCC80MkG0bLNfdUqfUKqqr6tKMpCoCswGBgGzAdMviZ/Ag8DP6mqWrSDgKIodwKfKoryg6qqmwIxcCGEEKKhswYoR3ynbbtf+xRCBEZ1Puo0U1V1A7AB2Ag0wbsIcy3e2fDOpYJwHbAH+BZ41e8jFkIIIU4RmQ5bAAJxC1aH1a99CiECo6oc8dbAHkVRvgB2AheqqvqkoiipQBZwJaDzpap8ArwEDMAbgF/k+xJCCCFEKQ63nTxXnv8DcZMs1hSioah0RtxXI7w7YMcbtDsVRbkR+BL4Q1XV/wG7ADMwEO9M+EvAAlVVN6mq+n8BHLsQQgjRYNkKt7f3Yx1xgLjQeHJdOTjcFW/CIoSoH6qaEe+KtwrKe3gXbkYDbryb9WxQFCXe1zRHVdVeiqJcDywGWtdkEIqi/A/IUFV1jO91F+B1oCewFbireBUWX/rLdOBevHXL5wFPq6rqqcl9hRBCiGCx+dJHYkPK32GxtiyhcQBkODJIDJfdNU932dnZHD58kM6du5Z73u1243a7MRqNFS7OdLlcaJpGSEhIIId6WqpqOes9wIRirzW8gbbO9/2reAPhQknAIbyVVcapqvpmVQNQFOU24DJgoe91ArAc2AdcC4wAflEUpbOqqpm+y57wfT0O7PCNIwfvbLwQQghR71ntVmJCYjHo/VtZIrZwm3u7VQLx09Du3bv46acfGDt2PKGhofz660/89tvyEiUHPR4PbrebkJAQfv99Bc8/PwOjMQSXy4mmaUREeDcesloziI6Owe12MWzYBTzyyOMATJ48jgMH9hEWFl7hODwejfj4eObNezewb7iBq+r//ofxBruheEsTfoh3w55bgL+BKcBDQJiiKC8AIcB3eFNXPlUU5SNVVbMr6lxRlObAbLz55oXuB8KAkaqqZgA/KorSD7gbeElRlBjgUeAFVVVf9PXjAJYoijJbVdWKt48SQggh6gnvQk2z3/v1bnMfK3nip6lmzVpw7FgyU6dOZM6cN/n66y9xuVyMGXNjURtN89C5c1ceeWQ6w4aNYNiwEQAsWDCfnJwcJk+eCsBFFw1hwYIPy5RANJlMTJ06jUGDhpQ7BpfLJaULq6mq8oX5iqJcCLyJNx1lLfANsBS4UlXVmYqifAWsBvoDfYHrVFVdpijKdmAc8GIlt3gHbyWWw8WOjQB+8AXhhZbi/SDwku8+4cBHxc7/6nsvvYB/KntPQgghRH1gdVgx+7mGeCFLaBxW2dSnXtE0jezsbKKjo9HpdAG7T1RUFDNnvsD27Vv588/fCAkxMn/+e5hMpqL7ulwuDAZDpf1Upvj4Fy/+gH79BtKmTVsAnE4nt912PbfccjsXX3zpybyV00KlizUVRWkELMA7A50OGFVVfRZvcP2FL4fcADhVVR0AXIE3KAb4ALirkr7vBvoBY/CmuRRqDmwu1fwA0KHY+QJALTzpyw0/XKyNEEIIUa/ZAlBDvJAlNI4Me3rVDUWdOXLkEB9++DZHjx6uunEtaZrGvHmvc/DgATp27Mxbb81l/PjJPPzw/YwZcwNjxtzImDE3cvvtN5KRcfI/Hx6PB4fDwb333s533/0PgEWLFhIWFsbgwUNPuv/TQVUz4scVRemoqmqaoigDgK98x59SFKUP0AjvTpp7fMe/LXb590B+ef0qitIK7+z2ZFVVDymKUvx0OFD6Y3wukFDsvE1VVa2SNtViNkfUpLlfGAz6oNz3dCDPNnDk2QaOPNvAqe/PNo9smkQ3CsgYm0Q1Jo/sgL3/+v5s60JBQQFOp7NabTVNY+XK3wFYufI3rr/+xgpnxfPycjEYTtSeCAkJISwsrFr3cTqdNG+eyMSJY3n44Uf46qul6PV6hg4dWG57j8eD0+nEaDRiMBgICwvB6TQW/dnqdDpiYsKJjQ3H6XRiMBgwGAwYjQYiI03ExUVx//2TuOii85k8eRIbNqxm5cqVfPzxEpo1q1FIVifq489tlQk8qqqm+f77F/BXsVNXqKpaWBupVznXJQGLSh/3VTx5F1iuqur75dzSDpTO87bjDcArOl+6TbXYbHk1ae4XZnNEUO57OpBnGzjybANHnm3g1Pdnm5qdhhLbKSBjjNTFkJJ1LGDvv74/20DzeDwsWPAGDoejxtempaXx2mtzqt3eZDJx550Tqr3d/GWXXUOfPoMICwtnx449PProFEwmU9F5q9XKFVdczd13j2PjxvU8+OAkIiOjCA8PJzPTBuhYsWIFALm5udx2260AFBTk85//PEuvXufhcrnJzXUU/QwkJrbmP/95lrFjx9CuXXv0+tB6+fMRrJ/bhIToCs/VOpO+WBBeLkVRDKqquss5NQ44Cyi/jo53hr15qWPxeGe8C88nltN/8TZCCCFEvRbo1BQ1c2dA+hag1+u59da7cbmqrg+haRrffPNFiVSQuLh4LrtsVLmz4jEx4WRlnUgoqKysYEXi4xuxd+9uzjyzI0uWLC1x7q235hZVOznnnHNZtuzvonPTpz9Mz57nceWVowDvYs3XXptfZrFmaenpx5k580kmTZrK+vVrGDfuTmbPnktCQuMajft0VLM/2WpSFOUm4PtidcaLuw5vCskxRVE0RVE04DbgNt/3ZrybAxXXC29pRIBNeD9A9Cl2v1i8+eFJCCGEEA2AzWEL2GLNONldM+BCQ8OIjIyq8isvL5eMjHQMBmPRV0ZGOnl5ueW2j46OLvE6NLR6aSnF/fLLjzzzzH/weMpur2IymbDbC8ocz8rKZPXqVfTs2btG99qwYR3jx9/FtdfewHXX3cBzz71Ehw4KU6bcR3Z2hYXzhI/fa8soihIOzMA7Q11e5fe7gKhSx572/fdJvJsBfakoSh9VVVcpimLBG6h/AqCq6gFFUdYB0xRFucyXKz4Jb23z5f5+P0IIIRoeTdNIyk0iXIsNaIWKk2GzW7EEbEbcgtVuDUjfombi4xMYOvR8tGIr23Q67/FAyMrKYu7cV5kx47lyZ9IbNWrEhg3ryxz/739n0bNnL1q0aFntey1b9jOzZj3P9OkzGDBgEAAGg4Hp02cwf/4b6PX18/+9+iQQRR7nAG2BCaqqppQ+qarq3tLHFEXJ8J3bpCjKZuBH4CdFUb4GBuAN6GcVu+QBvEH3n4qiHAOuAuYU5rMLIYQ4vW1MX8+DaybxUu9X6dGoZ7CHU0a+Kx+7x05sAOqIg3eb+xxXNg63HZMhNCD3ENVjMBjo3PmsOrmXpmk8//wMzj67B2ef3aPcNl27dmfRog/YvHkjW7du5vLLr2L27JfYtm0r8+YtKNHW7faUO6uu+T5VDB9+Ab179yU6umQOtNFoZMKEyX56V6c2vwbiiqI8hnfGe4mqqvNq04eqqpqiKFcC0/CWQ9wMTFNV9VCxNn8pitIX78x7a+BBvB8AhBBCnOY0TePNna8CMG/X68zv/169mxUv3N7eEsA64uCtVd4kPDEg9xD1z44d29mxYxtvv/1BhW3atGlLq1atef75mQwffj7Ll/9Cauox3nxzAfHxjUq0dbmc5ebBOxxO5sx5ibffnlvmXHEej4ennnqWDh2UStudznSaVroKYM0pihKKtxzhBOAz4AZfbe/6TEtLq/vcpdN9pXkgybMNHHm2gSPP1v82HF/Hw2vvx6N5CDOE8cy5L9a7WfGdtu1MXHkPP1/8B3qd/5druT0uLvhxMG/0e5uO5s5+719+bgPnZJ+t3W4nNLTy34Lk5eXy44/fc8EFFxMVVTpb2H9cLhd6vb7Gi00DJchVU8qdDTjpJ6MoygXABmAs3hnqGxtAEC6EEOIUpGka83a9hkfz/jNU4C5g3q7X8cekkz/Z7DZiTbEBCcIBDHqjb5t7yRM/3VQVhANERERy9dXXBjQIh9pVfDnd1Co1xVcL/CLgEWAQ8DfQU1XVrX4cmxBCCFEjuzN3sTdrT9Frg87A3qzd7M7chWLuFMSRlRTI0oWFLCbZ5l6I+q7SQNxXhvBWvLW7HUAk3tKDZwHReCuZPKiq6roAj1MIIYSoUvuYDtzbcSLzdr3G4OaDWZ2yhgkdx9M+pkOwh1aC1ZERsNKFhSyhUsJQiPquqt8XtAV6ACOA84HBwBC8pQlNwBlAD18dbyGEECKojHojXS3d0OsMPN//BWJCYkDzHq9PMh02zAGqmFIoLjSODHt61Q2FEEFTaSCuquozqqomqKraVFXVVqqqNgVC8c6ITwCygTeBfxVFuSvwwxVCCCEql5KfTJOwJoQZwxjVdjSf7f8Yt6fqHRDrktVeB6kpoXFYHZIjLkR9VuMMelVVXaqqblNV9U1VVS/Gu6Pl98BbiqL8UcFumkIIIUSdSMlLJjGiKQAjW15GtjObP1J+C+6gSqmzHHFJTRGiXjvppayqqu5TVfVWYCTeoPwPRVGanvTIhBBCiFpIzk8iMdz7z1CEMZIrWl/Fx/s+qleVUwK5vX0hyREXov7zW00ZVVV/APrhXdD5h6IoZn/1LYQQQlRXSv6JGXGAq9pcy8GcA2xIrz91BepkRjxUqqYIUd/5tbijqqr78c6MJwLv+LNvIYQQojpS8pJpGt6s6HVcaDwXNr+YT/Z9FMRRnaBpWp0s1rSYLGQ7s3G4HQG9jxCi9vxeZV1V1e1464tfrSjKLf7uXwghhKiIW3NzLD+lKDWl0HXtbmTj8fXsyVSDNLITcl25OD3OgM+Ix4V6l2zZZMGmEPVWoLY7ehNYCCwNUP9CCCFEGRkF6bg0V4nUFIAWkS0ZkDiIJfsWB2lkJxQGxpYA54ibTWZ06CRPXIh6LCCBuKqqmqqqt6uqmh2I/oUQQojyJOcnEaI3Fc0GFze63U38lrKc5LykIIzsBJvDhlFnJNIY2O3FDXojMaZYyRMXoh6rVSCuKEo7RVEuUhTFVEmbxrUflhBCCFFzKXnJNAlPRK8r+89bJ3MXulnO4rP9nwRhZCfY7BnEmszodLqA38tismC1S2qKEPVVbWfEx+GtHf4DgKIo3RRF+bfwpKIokcBmRVHOP/khCiGEENWTkp9M0/CKK+iObncTPxz+hkyHre4GVUpdVEwpJCUMhajfahuIPw1cD/Twvfbg3fa+0ACgCRBW+6EJIYQQNZOcl0RiRLMKz5+X0JdmEc1ZevCLOhxVSd4a4uY6uZfFFEeGQ7a5F6K+MlankaIosXjLEh4D0n1fDsDua+LyvS50I5AB/OS3kQohhBBVSMlPpndCnwrP63Q6Rre7ibk7X2V0u5sIM9T9fJHNYcVSRzPicaFxpNuP18m9hBA1V90Z8UTgI+AXYANwAPgS2Fm6oaIo7YHRwDuqqkrxUiGEEHUmJT+ZppXMiAMMa3Y+YYYwfjz8XR2NqiSr3UpsnaamSI64EPVVTVJTMoEQIAFoD3QBLineQFEUHfA6YANe9M8QhRBCiKq5PC7S8lPL1BAvzag3MqrtaD7dvxi3x1VHozsh02Grsxlx2V1TiPqt0tQURVEseIN1HaCpqurmRGpKeX19AgwCLlRVVf7PF0IIUWdSC47hwVNlIA4wsuVlfLjnPX5PWcGwZnVbV8DmsGIOcA3xQhaTLNYUoj6rakb8ViAN2A7EKIryh6Ioj/lyxksz4w3CL1FV9S//DlMIIYSoXEpeMmGGcGKrsXV8hDGSK1pfxSf7FqFpWuAHV4zNYavWGP3BEhpHljMLp8dZJ/cTQtRMVYH4cuBa4GHACajAFOCAoijXACiK8jXwtq99EvCIoig/Korys6IovwVk1EIIIUQphaULq1uf+6o213Iw5wAb0tcFeGQneDQPtjpOTQGwSZ64EPVSpYG4qqpbVVX9Am/1E4+qqncDZ/pef6woyii8M+aFqSomIBVvdZVU35cQQggRcMl5STSJqDotpVBcaDwXNr+YT/Z9FMBRlZTtzMajuetuRtwX8EueuBD1U7XKF+ItT7gKQFXVDEVRbgC+At7DW0vcAFwBdACeU1X14wCMVQghhKhQVZv5lOe6djcy5vcb2JOp0iFWCdDITsh0eGemLXWUI27UG4kJiSVD8sSFqJeqWzVFVVV1eLHXBmAM3o18HvYdywBeBhYqijLEXwMUQgghqiMlP7nSzXzK0yKyJQMSB/HJvkUBGlVJVocVk95EuCGiTu4HsrumEPVZlYG4oigRwGpFUbr7XifgrSM+BnjQ9wXe1JXHgcXAEkVR4gIxYCGEEKI8KXnJ1aqYUtrodjfxe/JykvOSAjCqkmx27/b21c1j9wdLqEVSU4Sop6ozIz4NaAkkK4pyFvAC8F+8dcIPqKqaVar9fYAbeM6fAxVCCCEqYnfbSbcfp2kNcsQLdTJ3oVtcdz7b/0kARlaSzWHDXEcLNQt5SxjKYk0h6qNKA3FFUaKAycBkVVVT8QbXHYBXgC/wzny3L36Nqqo5wPPAnYqinBGQUQshhBDFHMtPAajVjDh4Z8V/OPwNmQ6bH0dVVl3WEC9kCY0jw17e9h9CiGCrqmpKDjBEVdVPfakplwBTVVXVgHF4SxrOx5szHlLs0reAfE6krQghhBABk5KfTJQxmqiQ6Fpdf15CX5pFNGfpwS/8PLKSvKkp5oDeo7Q42V1TiHqryqopqqpu8H2bBjymquoa33Gbr3rKFqCp73zhNXZFUX4CjlTUr6IofYDbgHhgI/Cqqqq5vnNdgNeBnsBW4C5VVXcUu1YHTAfuxfshYB7wtKqqnmq+byGEEKeQ5LwkEmuRllJIp9Mxuv1NzN3xKqPb3USYIcyPozvB5rDRJDwxIH1XRFJThKi/qls1BVVVk1RV/b9Sx1aoqpoOWFVVPbPUJVNUVX2mvL4URbkI+A2IxLvw837gV0VR9L7FoMuBMLybCa0Efim1m+cTwJPAHOAuvDuATqnuexFCCHFqOZafTNPwmlVMKW1Y0/MJM4Txw+Fv/TSqsoKVmiJVU4Son6oViCuK0kZRlP8pihJazrkRwGHfbprNfccGAMt9M9ul2+uBucBTqqreqqrqw8A1QB+8M+D34w3CR6qq+qOqqg8CB4G7fdfHAI8CL6iq+qKqqt/inRl/XFGU6tZFF0IIcQpJzks+qRlx8NbcHtV2NJ/t/xi3x+WnkZXkXaxpDkjfFYkLjSPLmYkrQO9JCFF71Z0RNwIjAZeiKC1LnduBdzb6fGCkoigT8M5o2yroKwJv5ZVXix0rTGEJB0YAP6iqWvzj+1Jf/wD9fe2Kb4X2q2+Mvar5foQQQpxCUvKTar1Qs7iRLS8jx5nD7ykr/DCqsmwOa1CqpoC3hrkQon6pTh3x84C2vpdnAPsURVmqKMpliqLoVVVNwrvzpgtYhjfney5wnqqq20v3p6pqjqqq81VVzfP1rwceAo7i3b2zObC51GUH8FZrwXe+AFCL9ekBDhdrI4QQ4jSSkp9Sq9KFpUUYI7mi9VV8sm8Rmqb5YWQnuDU3WY7MOp8RL0yFkfQUIeqfSlM5fHnZnwP/8x06gjcn+yq85QsPKoryId5UkRdVVf0XeNqXPjJbUZTZqqruq6T/scBUvMH7UN8iz3C8u3QWlwsk+L4PB2y+yi0VtakWs7nudjYrZDDog3Lf04E828CRZxs48mxPXp4zj0yHjTObtMMce+JZ1vbZjjnrNj77+hN227dyXmIfv40zoyADDY1WCc0wR9btn3msKRZnSK7fftbk5zZw5NkGTn18tlXlVLvwViRZDNzrq2qyEO829tcAHwNPAUnAjGLXXYk3p/tCQKmk/+14Z9HHABPw5nrbffctzo43AKeC86XbVIvNlleT5n5hNkcE5b6nA3m2gSPPNnDk2Z68fVn/AhDuNJd4lrV9tgbCubD5Jby96R1iuyfQJCzRLzthHsw+CoC+IAybs27/zM0mC4czkrFF+Oe+8nMbOPJsAydYzzYhoeKyqlXVEc8FdgKDARRFmaAoyuuKomwBluBNIbkbbwnB94td9wHeILzSDX1UVf1bVdXxwKXAPYqiDAdS8aafFBePd8Yb3/lERVEMlbQRQghxmkjJT8ZishBurNFcTKWubXcDGzPWc+OKUWxMX++XPq12K2GG8ICVRqyMt4ShpKYIUd9UtbNmPN7UlHd9h+4GYvDOip+tqmpPVVUX4N3oZ5SiKAMURYlSFCUCb6WT8vo0KIrSrvgxVVWXA1lAJ2ATMLDUZb3wzrrjO2/EW2WlsM9YvPnhSQghhDitpOQnkRhxcqULS2se0YIIYyQA83a97pd88UyHDUsdL9QsZAm1SCAuRD1U1WLNTLyb9Zzle90D+FxV1ZeBcxRFuVVRlFuBLniDZxPeKipzKumzE7BXUZSzCw8oitIUiAL2A58Bw3wb/qAoigXvxj+/AqiqegBYB0zzbewDMAnQ4a3WIoQQ4jSSnJdMop83ydmYvh6nxwnAoZyDfpkVtwahhngh7zb3EogLUd9UmiOuqqoLOKYoSuHv0cKArziRivIb3gC4P96Z8n+BP/Eu3oyqoM9tiqL8DHytKMo04DjeDXq24Q22HcCPwE+KonwNDABCgFnFunkAb9D9p6Iox/AuHp2jqmoaQgghTisp+cm0imztt/40TWPertdweOwAODx25u16jfn93z+pXHGbw0psHVdMKRRnimd/doW1E4QQQVLtnTV9iv8N5FZVdZiqqkMBnaqqBUAPVVWv9+22GVJJP9cDP+GdOV8E7AMuUFXV7quGciXwMt6Z9s1AH1VVDxVerKrqX0BfvLXKWwMP+r6EEEKcZlLykv1SurDQ7sxd7M3aQ6g+FJPeu4/d3qw97M7cdVL9ZtqDmZoiOeJC1Ef+2omyMHkuTVGUP/FWMGlJ2TKEAKiqagPG+r7KO+8EnvZ9lUtV1fV4F3kKIYQ4TWmaRkp+Ek38sJlPofYxHZja7VE0zQPA2uNr2HB8Hc0iStcRqBmrw0qLyNJ74tUNS6hFNvQRoh6qTSBeOCuuVxTlXUrOkmvAXiAHWIE3xUQIIYQIiBxXNrmuXJr6cbGmUW9kZMvLi15f2GIkd/55C0v2L+Yu5d5a95vpsNHNclbVDQPAYoojy5GJ2+PCoPfXHJwQ4mTV9P/GAmCi7/vis9UzAVRV1RRFuUtVVbc/BieEEEJUJjkvGR06Goc1Cdg9QvQhjO80if9smMbFLS6leWSLWvUT7MWaGho2h434sEZBGYMQoqya5Ijr8OZ1X6koyg/A2UALvLW7vyrWbqmiKEsVRRngt1EKIYQQ5UjJSyI+rBEmgymg9+nTuB/nxvdi3q7Xat2HzW6t8+3tC5l9uekZ9vSg3F8IUb7qBuI2vDPgv+FNOfkb70Y/ocB4YLOiKH8oitIb+Bbvhjy/K4pyv5/HK4QQQhRJyU+mabh/a4hXZHznyaxO/Ye1aatrfK3T4yTHlV0UENc1k8FEdEi05IkLUc9UKzVFVdVMvFvZl0tRlIuA2UAjVVXnA/MVRbkA2OOHMQohhBDlSs5PJtGPFVMq0yKyJaPajmbuzjm8Hf8BxhrkWmc6bACYQ+MCNLqqye6aQtQ/NS1fWC5VVX/Eu9Pm98WO/ayq6n5/9C+EEEKUJyUviUQ/Vkypys3tx5DtzGbpwS9qdJ3NNxMdGxIbiGFVi5QwFKL+8UsgDuCrIy6EEELUmZT8lDoNxCNDIrlbGcfCPQtqFNTa7DYijVEBz2WvjCU0DqtDAnEh6hO/BeJCCCFEXdI0jWP5yX4tXVgd5ze/iJaRrViwe361r7E5grdQs5DFZJEZcSHqGQnEhRBCNEhWh5UCd0GdzogD6HV6JnaZwo9Hvq/2bps2hy1opQsLWULjyDjFAnHvhk7JaJpWdWMh6iEJxIUQQjRIx/KT0esMJIQl1Pm9O5k7c36zC3ltx3+rFQR6Z8SDHIib4kjNP3ZKBa0b09dz44pRbExfH+yhCFErEogLIYRokJLzkmgS1iRoO0Xe3XEc+7P/ZVnSz1W2DWYN8UJWewZH8g6fMkGrpmnM3fkqAPN2vX5KfcAQpw8JxIUQQjRIKXnJNIlIDNr940LjueWMO5i/6w3yXXmVtu34vw1BnRHXNI2fj/4AwJs7XzslgtY1aavYl70XgEM5B06ZDxji9CKBuBBCiAYpOT+pzjbzqcjVba4l3BjB4n8/qLCNY+Vf9PnpIJYg5ohvTF9Pmj0NgCO5hxp80KppGq9uf6XotcPjYPr6h1mftvaU+JAhTh8SiAshhGiQUupwM5+KhOhDGN9pEp/u/5ijuUfKnM99ay5Zj0wBYNAtL5H77lt1PUQ0TWPertewu71Vhu0ee4NP5diduYvk/KPo0BOqD8WkN1HgLuDRdVO4f9V4Nhxf16Dfnzh9BCexTgghhDhJKXnJXND84mAPgz6N+9Ejvifzdr3GzHNfKHHO1LsP+R++D8CRBc9z9pnD63x8uzN3sTdrD6H6UJweJ+h07M3aze7MXSjmTnU+Hn9oH9MBs8lCz0a9OCvubAB0Oj3nxJ3LZ/s/Ztq6qXSM7cxtHe7knPhz0el0wR2wEBWQQFwIIUSD49bcHMtPCXpqSqHxnSZz5583sy5tDT0Tehcdd27dgqFrN1IPbCVh6W/wcN0H4u1jOjC126NomocN6evZbt3KrR3uoH1Mhzofi78k5yVhc1i5WxlPQnjjEucmd32QG9rfwsf/figBuaj3JDVFCCFEg5NRkI5LcwU9NaVQy6hWjGo7mjd2zsblcRUdd27djLPLmcy9VE/oj8twHztW52Mz6o2MbHk5l7a6ktFtbyS94DjDmo7AGKRqM/6wKm0l7aLPKBOEF2oc3oTJXR/kw8Gf0i66PdPWTZWUFVEvSSAuhBCiwUnOTyJEbyIuND7YQylyc/sxZDmyWHrwCwA0jwfXtq3kntmKrW10GDt1If/Dd4M6xvYxHQjRh7Arc2dQx3Gy1qT+Q5/G/apsV52AXDYFEsEkgbgQQogGJyUvmSbhieh19eefsciQSMZ2HM/CPQuw2a24Dx5Ay87iePsEYkyxRN41joJv/4c76WjQxmjUG1HMndhu3Rq0MZysPFcumzM20ieh6kC8UGUB+Ybj62RTIBE09edvMCGEEKKaUvKTaVrHW9tXx/nNL6JlZCsW7J6Pa+sWDK3bYA11YjZZCDmnByFn9yBvYXBnxbuYu7HDui2oYzgZ64+vI9wYTidz5xpfWzogf3TtFJ7Y8AggmwKJ4JBAXAghRIOTnJdEYj0MxPU6PRO7PMAPR74jfcMfGLuehdVhxeyrIR5x1z3Yf/oe9+FDQRtjZ0tXdti2Ndigc3XaSno16nNSO6oWBuSPnPUEDrcDODXqq4uGRwJxIYQQDU59qCFekU7mLpzf7EJyNq3F2O0sbI4T29uHdD2LkF59yHvvnaCNr4u5K1nOLA7nBu/DQG1pmsbqauaHV6evJfs/woMHgAJ3gcyKizongbgQQogGJyU/maYR9aN0YXnuanI98el21jXOwWa3ltjePvKusdiX/Yxr/79BGZs51ELziBYNMk98b9ZuMuzp9Eo476T7Kl5fXYcOg85QVF9diLoigbgQQogGxeVxkZafSpN6mJpSKEo9jCM6nNeyPiEp7yhGXUjRTKtR6YSp/0Dy3n07aOPrYunGDlvDyxNfnfYPncxdiPX9huFkFNZXn9B5MsOank+kMYopXR9p0PXVRcMjgbgQQogGJbXgGB489XKxZiHn1s1EdO9JmDGCrdbNfHnw0xL5xxF3jMXxx2+49uwOyvg6m7s2yBnxVakr/ZKWAiXrq9/X5QHyXLm0iWrboOuri4ZHAnEhhBANSkpeMmGGcL/MigaKa+sWTN3OZlzHiUXHiucfG8/ogGnIMPLefSso4+ti6cbBnAPkOLODcv/ayHTY2GnbznkJff3ed6wplvMa9+WXpJ/83rcQlZFAXAghRIOSkp9MYnhivd2uXLMX4Nq9i5Bu3Qk1hGLUhQBlq3JE3H43jpV/4dy5o87H2Ca6LeHGcHbattf5vWtrbdpq4kLjOSPmzID0P7zZhfyevAynxxmQ/oUojwTiQgghGpTkvCQS6/FCTdfOHaDXYzhTYd6u13Bp3sCudFUOY5u2hI64kLwF8+t8jAadgU6xXdjegOqJr0pdyXmN+wbsA1jfxv1xa27WpK0KSP9ClEcCcSGEEA3KsXq6mU8h59YtGDt2Yk/+vqKqHIVfpatyRNx+F851a3Bu3VLn4+xs6cp2W8PIE3drbtYeX8V5NdhNs6ZCDaEMShzKr0clPUXUnaCsSFAUJR54FRgJhAPrgbGqqm7zne8CvA70BLYCd6mquqPY9TpgOnAvYADmAU+rquqpy/chhBCi7iXnJ9MhRgn2MCrk3LqZkG7di6pyaNqJf5p0On2JqhyGFi0JvegS8t6ZR+ycuXU6zi6Wbnx54FPcmhuDzlCn966pndbt5LvyObdRz4DeZ0TzC3l07VRynDlEhUQF9F5CQJACceAzoBPwDJCDN6j+QVGUDkA0sBzYB1wLjAB+URSls6qqmb7rn/B9PQ7swBvU5wAv1eWbEEIIUfdS8pLrbWqK5vHg2raVsCuuLqrKUZWI2+7EeuM1ODasw9QjsIFmcZ3Mncl15XIw+wDtYtrX2X1rY1XaSrrHnUOEMTKg9+kedw5mk5k/U37j4paXBvReQkAQUlMURRkB9AUGqqr6kqqq84B7gBa+4/cDYcBIVVV/VFX1QeAgcLfv+hjgUeAFVVVfVFX1W7wz448riiI1h4QQ4hTmcNtJtx+naT3dVdN98ABadhYhXbtV+xpD02aEXXoFee/Mr9NdHaNDYmgd1ZYdDSA9ZXXqP/Ru7P9qKaXpdXqGNzufX5J+DPi9hIDg5IivBXqpqrq32LHjvv+a8M6A/6Cqakax80uB833f98ebzvJRsfO/4p3d7xWIAQshhKgfUvJTAEispznirq1bMLRugz7WXKPrwm+9HZe6E+eaul0o2MXctd4v2EzLT+Xf7D30CWB+eHEjml3E5vSNpOYfq5P7idNbnQfiqqpmFuaCF3MJ4ATWAM2BzaXOHwAKk+qaAwWAWqxPD3C4WBshhBCnoJT8ZKKM0USFRAd7KOVybt2MsetZNb7OkNCYsCuuJm9B3c6Kexds1u9AfHXaSppHtKBlVKs6uV+7mPa0jW7P8qRf6uR+4vQW9FQORVEaAZOBd1RVtSqKEg5klGqWCyT4vg8HbKqqlv6bqnibajGbI2ox4pNjMOiDct/TgTzbwJFnGzjybGsmKy2dFtHNq/XMgvFsM3dsxXLX3cTU4r5R4+/l4MUXYdq8lsghQ/w/uHL00fXipa3Po4XZsYRZqn1dXT7bDVvWMKjFwDr9s7ys/aV8d+A77j13bJ3ds5D8nRA49fHZBj0QB+YDLuAp32u773VxdrwBeEXnS7epFpstrybN/cJsjgjKfU8H8mwDR55t4MizrZl96QdIMCVW65nV9bP1ZKTjPHQIZ/uOtbuvMYKwq64h9dVXMZ/VE52+5C+tc+wuokL9+8+2WWtMlDGaVQfX0bdJ/+pfV0fP1uF2sCp5NTN6PFenf5b9LEN4ddMc1h/aQvuYM+rsviB/JwRSsJ5tQkLFv8ELah1xRVHGAlcDd6qqmuo7nIo3/aS4eLwz3oXnExVFKV1rqXgbIYQQp6DkvGQSIxKDPYxyObduQWe2oG9Z+xSK8BtvxXPkCI4/fitxfH96HkNfX8mBdP8GEXqdns6WrvV2webmjI2ARve4c+r0vgnhjTk7vgfLZMt7EWBBC8QVRekDvAa8pKrq18VObQIGlmreC0gqdt4I9CnWVyze/PAkhBBCnLK829vXz9KFzq2bCena7aR2ftSbzYRdO9qbK+52o2kaEz/fyrhPvUunJn25lYmfb/VrHnl9XrC5Ou0fesT3xGQw1fm9RzS7kF+TfsajyRYlInCCEogriqIA3wB/4i1FWNxnwDBfoI6iKBbgNryVUVBV9QCwDpjm29gHYBKgw1t/XAghKpVjLy+7TTQEKfnJ9bZ0oWvrFozdup90P+HX34TneBr25b/g0aBxtIn0PCcAKVl2Gkeb8PhxPWcXSzd2Ze7A7al//1+sTl1Jn8Z1Uy2ltIGJQ8h0ZPpm5YUIjGDUETcCXwIhwIvAOYqi9PR9NQO+B34EflIU5QO8u26GALOKdfMAcAHwp6IoXwAzgFdVVU2rw7cihGiAAvUrfhF4+a48Mh02mtTD0oWavQDX7l2E+CEQ10fHED76JvLefRu9x83A9vEn7gPcfl4rDPraz7qX1tHcCYfbwb/Z//qtT384nHOIo3lHArqtfWWiQqLo13iAbHkvAioYM+LdgM5ALPAT3rrihV9jfdVQrgReBrrgLWXYR1XVQ4UdqKr6F97Nf2xAa+BB35cQQpSr6Ff8nwXuV/wisJLzkoH6WUPctXMH6PUYlY5+6S/s2tFoWZnYf/6R73ccIy4ihBaxYbSPj8Dlz+lwIMIYSdvo9uyoZ+kpq9P+oV30GSSENw7aGEY0v5A/UlZgd9uDNgZxaqvzqimqqm7Em0ZSWRsn8LTvq6I26wHZf1YIUS2Fv+JfdfDEr/h7tTLj0cDgv8lFEUAp+clYTBbCjTUqkFUnnFu3YOzYCZ3JP7nM+sgowm+8hZz33mF1vwd44apurD1kY09aLm3ial9+Lffdt4i8o2xJPm898a1cyaiTGbZfBTMtpVDvhD4YdAb+Sf2bIU2HBXUs4tQU1KopQghRVwx6Hdd0P7HITwNu6NHCr7/iF4GVkp9UL9NSwLdQ0w9pKcWFX30d9pxcrkxeT+/WFvq1jWP9YRsFTnet+tPy8sh/751yz3WxdK1XM+J5rlw2Z2yss900KxKiD2FI0+H8elS2vBeBIYG4EOK08ff+DEKNeuZdexbhIXo+Wnc42EMSNZCcVz8XamoeD65tW/2yULNEv2FhLO00nGt2/orO6aR7sxhCDHrWHbZVfa3bjevfvRR8s5TsF54l/bILSb9wCADHB/Ym9923SrTvYu5Gcn4SGfZ0v76H2tpwfB3hxnA6mTsHeyiMaH4Ra9JWkenIDPZQxClIAnEhxGlj/WEbo89pzrmtzLx6dTd+3JnK1qSsYA9LVFN9LV3oPngALTuLkK7d/Nrv6oNWvmjRm3ADFHyzFKNBz3mtLazcby07hrRU7L+vIPfN17BNvJf0i4dhG3Mj+UsWg8tFxB13Y37nAwBCL7i4THpKs4jmmE3melPGcFXaSno16oNBH/x9B7uYu5IQ1pjfk6Uwm/C/4P+ECyFEHUjNtrP+cCZThrYH4OwWsVx1VlOe+Xk3H93SgxCDzEvUdyl5yfRO6FN1wzrm2roFQ+s26GPNfu33s41JDOvSgsg2t5O38F086cfp3/dqPvprDw6LDdfO7bh27sC1YzuetFR0ljhCOnfB1Ks3EbfdgbFjZ/RRUSX6DL3kMuw/fU/EPeMxNG5SdFyn09HZ3JXt1q0MTBzs1/dRU5qmsTr1H+7pOCGo4yik0+kY0fxCfk36ictbXxXs4YhTjATiQojTwq+702gTH8EZjSKLjk0Y2JbrF67n/dWHubtf6yCOTlRF0zRS8pPqZcUU59bNGLue5dc+kzIL+Ht/BgtvOocwSxvyF31A/ofv0/fPPzjvwH4yPw8hROmEsVNnIoeOwNi5C/rEplVuJhQ97QncB/dT8PkSIsdPKnGui6Ub/6T+7df3URv/Zu8hw55Or4TzqtV+03efc/bIawI6puHNLuDDve+RlHeUZhGlN/8WovZkCkgIcVr4cWcqF3VsXCJQiQo1Mm1EB95dfYh/j+cGcXSiKjmubHJduTSNqH+pKYFYqPnVlmS6JEbTsUk0eR+9jyf1GAC6A/tY1bE/vz7/Eea5bxM18QFCh5+PoWmzau/oGX79zRT87ys8uTkljne2dEXN3IXT4/Tre6mpVakr6WTuQqzJXGXb7LRjbPnhi4CPqVVUa5TYjixL+jng9xKnFwnEhRCnvEPWfHYey+GCjgllzvVvF8cIJYFnft6Nuwb1mb0ztMlSh7yOJOclo0NH47AmVTeuQ56MdDxHjxDSzX8z4g6Xh6+3pnDN2d4PHZF3jKXRn2sAaPTnGo7eNpG/DtZ+bYNp4GB0sWbs33xd4rgS2wmP5mZv1u7aD94PVlWzbOH6pYv5asb9AHxw3w1s+u7zgI5rRLML+fXoT/L/vPArCcSFEKe8n3al0rVpNC3M5defnjqkPUdsBSzZeLTafW5MX8+NK0axMX29v4YpKpGSl0R8WCNMBv/U6fYX59Yt6MwW9C1b+a3PZXvS0IDhZ5b84Bh++10A9GsTx8ajmeQ5alfGUGcwEH7dDeR/vgTNdWJb+zBDGGfEdGCbdWutx36yMh02dtq2c15C3yrbWpq1LPr+1tc/Dnh6ytBm53M07yi7M3cF9D7i9CKBuKg1z9Ec3Nsz8ByVX+mL+kvTNH7amcqFHSvenc8cEcKDQ9vz5l8HOJqZX2WfTreTV7a9AMC8Xa/LDFkdSMlPpmkQKqZUNcvq3LqZkK7dqp0WUh2fbUzm8q6JhBpL/hNdWOmka7MYwowG1h6y1foeYZdchpaXh+O3ZSWOd7F0C2o98bVpq4kLjeeMmDOrbHto81oSz/SWN8w+fizQQyMuNI6ejXrxS5JseS/8RwJxUSvOZUdwfvEvrmVHcH6xF+eyI8EekhDl2p2ay2FbPiOUsmkpxV3QMYGercw8/8ueCgNrTdP4M+V3bvr9WpLyvLPnR3IPyax4HUjOT6ZJeGKd3tOem1Nl/rFr6xa/1g9Xj+WwLTmLUd0rXpRq1Ovo08bCyv0Ztb6PLjycsCuvJu/jRSV+3jubvTtsBsuq1JWc17hvlR9snPYCju7YTLcLr6JRmzP4d9UfdTK+Ec0uZEXSL7g9rqobC1ENEoiLGvMczcGzPR2cGjg94NTwyMy4qKd+3JVKz5ZmGkVWntKg0+l4ZPgZbEvO5tvtZWfXtlm3MmnVvTy36akS/wgXuAtkVrwOpOQl1elCzU3ffc6SR+4GKs4/1uwFuHbv8utCzc82J9G/XRzNYsMqbdevrTcQP5mfu/Crr8O9/1+cmzYUHeti6cbxgjRS8wM/w1yaW3Oz9vgqzqvGbppJOzZjNJlockYnzug7hL2rfsPj8QR8jP2bDCLfXcCG9HUBv5c4PUggLmpMszmAsrMVms1e94MRohIeTePnXZWnpRSXGBPGfQPbMvv3fRzPdQBwOOcQ/1n/GPevGk/bqHbM6PEcVkcGIboQAEx6E3uzdkveaICl5KfUaenCsy66kvAYMwAd+g8vN//YtXMH6PUYlY5+uWd2gYsfd6Zy7dlVf+Do2yaOlGw7+9Lzan0/faNGhJ5/Efkff1R0rHFYE+JDG7G9DvLEcxeU3N1zp3U7+a58zm3Us8prD25aQ8uzeqI3GGjToy+OvFySd20J1FCLhBvDGdBkEL8clfQU4R8SiIsa05lNQNlZGJ05tO4HI0QlNh3NxJrvZGiHRtW+5uruTWkfH8HzyzcwZ9tL3PHnTbg1FwsGfsiUbo/Qo1EvpnZ7lAmd7yfWFMuAJoOZ2u1R2sd0COA7Ob1pmsax/GQS63B7+yPbNuJyOmjdoy//rv6D/Oyy25s7t27B2LETOpN/FpB+sz2FhCgTfdpYqmwbH2miU5Ook0pPAQi//kacq1biOrAf8P5mqIulG9ttgc0TL/jfUvLffwct/8SajFVpK+kedw4RxshKrgS308nR7Rtp1b0XAKbwCFqfcx57//ktkEMucn7zC/nr2O/ku2r/IUiIQhKIixrTN49C3ynuxAEd6LvGoW9e+V+eQtS1n3el0b9tHNFh1d+7zO4uoFvnNWzQPcraY1t5qferPNPzRVpHtQHAqDcysuXlXN76Kq5q7c0VH9nycoz1YCvuU5XVYaXAXVCnizX3/L2cdj37M+j2icQ2aYr6R9n60f6sH+7RNL7YnMyo7s3QV3PhZ7+2cScdiBvbtifkvL7kL1lcdKyLb4fNQMl57b/kzHoOgPQLBpP7rndmfHXqP/RuXHW1lORd3rE1VboVHTuj71AOb1lHQU7tyjoWjqE6esT3JNwQwd/H/qzVvYQoTgJxUSuGM81gAP3ZjUCvwziw/m2yIU5vTreHX9W0aqeluD0uvjv8P279fTSrMn5mUMw4ju+5l3aR3Sq85oLmF7MrcwcHsvf7a9iiHMfyk9HrDCSEVb7g1l9yMo5zdOdmOvQf5t36ffilqH/+gstxIv1O83hwbdvqt4Waaw/aOJZt59Iu1a+T3r9tHBuPZpFjP7mFg+Gjb8T+0/d4MtIBb5743qzd2N3+TzfUNA1P0lFCevl2zTQYCB06grT8VP7N3kOfauSHH9y8hhZde2AICSk61ri9QmRcAvvX1nxnUOe2LeS/90612xv0RoY1O59fpXqK8AMJxEWteA5mo28VjXFIczDp8ewr+2tbIYJp9UErTrfGgHZxlbbTNI1/jv3NXX/dxtu73uSG9jfz/qCPeaL/tcRHmJjzx74Kr43+5BvOju/Bz0e/9/fwRTHJeUk0DmuMoY5+67D3nxXEt2pHXIs2ALTp0Re9wci/q09U5nAfPICWnUVI14o/qNXE55uTOF9JwBweUnVjn86J0USZTq6MIUDIub0wtGlL/pfeBalnxJyJXqdHzdx5Uv2Wx/HbchxrVxP14KOE334XpsHDyHnlRVan/k3ziBa0jKq8HrvH7eLwlvW0Ort3ieM6nY4z+g5hzz8rarSANWfuq2SO89ZnPz6wd7Vnxkc0u4B1aWvIsJ/cbySEkEBc1IrnQDa61tHoDDr0Z5rx7LQGe0hClPDTrjSGdIgnLMRQ4njxHTF32XYwdfVEZmx8nH6NB/DRkE+5us11hOhDMBr0PHHhmXy7/RhrD5X8+XYfOoht3F3kv/cOFzUfyS9Hf5JyZgGUkld3+eEej4e9//xGh35Di44ZjEY6DbmIHcu/R/NV5nBt3YKhdRv0seaTvmdKVgF//JterUWaxRl8ZQz/Psn0FJ1O5932/qvP0AoKMBlMnBnb0e/1xD3ZWeTMfomIO8ZiaNacyDvGEjnxfty7VWw/LuW8aqSlpOzZidvpoFmnsjuZtj9vEJkpR0k/VPGH5zJjOnYMY+euAOhbtCT8uhurdd2ZsR1pHtmCFUm/VPteQpRHAnFRY1quEy0tH32bGAAMHS149mejFUggIuqHAqeb3/ceLzctpXBHzKmrJ3LfyrE0CU/kg8FLuLvjOKJCoku07dgkmpvObc6zP++hwOndxdBjzcB6zx24tnkrNPS44T9csCyDdcfXBv6NnabqcjOfpB2bcOTn0fbckikSZ/YfTn6WjcPbvKX+nFs3Y+zqn23tv9qSTMcm0XROjK66cSn928Xxz0mWMQQIHTYCXVgYBT98CwSmnnjum6+jj48n/Lobio4ZGiVguv1O+ny1i74RZ1fZx6HNa2je+WxCQsuWd4yItdC889nVXrRp/205jr9+J2raE4Tfcju68Ahy/m9mtZ6lTqdjRPMLJT1FnDQJxEWNeQ5mQ1QIujhvlRRd80iINOLZI+kpon744990Qo0GercylziuaRovbX0egN2Zu5jX/10e6T6dxuEV5+Xe3bc1eh3MX3kQraCArEemEtLhTGJemgOA5ctvsV5/MT9JekrAJOcn1Vnpwt1/L6ftuf0ICQsvcdwUEUmHfkPZscwbqPproabT7WHp1hSuPbt2769v6zjSchzsPX5y+zjojEbCrrme/E8/RnO7i3bY9Fd9fOfGDdi//4boRx5HZyyZYrRrSDuyInWc8eWaSvvQPB4Ob15XJi2luDP6DmH/ur9L5POXx2OzkfPKi0TcMRZjm7ZEjh1HzMznca5fS8Fnn1TrPQ1vdgFq5i4O5RysVnshyiOBuKgxz8Fs9G2ii3Y+0+l0GDpacO+S9BRRP/y0K40RZzbCaCj5V9yG4+s4lp8CgAcPWc6qKyyEhRh4/IIzWbLuEEcfexQtP4/oZ18gpHcfdAkJ5C9ZzIUtLuHvY3+QXY3+RM3VVWpKni2Do9s30qH/sHLPdxpyMWn795C6eT2eo0cI6XbyM+LLdx/H7dEYcWbtFqKaI0Lo0jSav/edfK5y2GVXomVk4Pj7D7qYu2J1WIt2kD0Zmt1OzqznCLtmNEalU5nzqzPW8M/13XH+bykuteK89NT9u7HnZtOi6zkVtmnR9RwMISEc3FR5UJ/z31kYmjYj/Pqbio4ZmrcgatqT5L75Gs6tVdckbxbRnK6Ws1iWVLaijhDVJYG4qBFN0/AcyEbfuuSvUPUdLWiHctBynEEamRBemflOVu7P4KJOJdNSNE1j9vZZaL4a+DXZEbNHi1ieP/or9m3biPy/V9BHx6DT6Yia+igFX39JF11rGoUlsDzp14C8p9OZR/NwLD+lTlJT9q76DXOzlsS3alfu+aj4BFqffR7bf/gSndmCvmXlCwur4/PNSVzeNbHMWoaa8EcZQwB9VBShl11B/seLiA9rRGJ4U3b4oZ543ofvobmcRN55T7nnV6eupPV5FxN60SXkvPwCmttdbrtDm9bQtGM3TOERFb8Hg5F2vQdVmp5SPCVFZyj53EMHDSH8mtFkP/UYHmvVk0sjml3Ir0d/kp11Ra1JIC5qREsrgDxXmUBclxCGLi4Utyqz4iK4Vuw5TqNIE92axZQ4vjtzF0fzjqBHT6g+lFB9aLV3xCxYspguW//kpSH38NHhE0GCqW9/DM1aYP/iMy5sfgk/HZH0FH9LLziOS3PRJMAz4lrRIs1hRb/tK0/n4SM5fGQfjs6dKm1XHXvScth8NIuru1fvvW367vNyj/drG8eWpCyy/bBOJ/za63Ht3I5z2xZvnvhJ1hN37fuX/EUfEDX1UXTh4WXOH845xNG8I5yX0I/IeyfiPnqEgm+/LtNO0zQObVpbaVpKoTP6DuHYnh1kpx0rc650Skp5Iu6ZgL5JU7JnPlnhh4JCg5sOI60gNeAbIIlTlwTiokY8B7PRJUagCy+Z46fT6dB3suDZZQvOwITw+WlXKhd0bFxmUxSzyYIOHde2vYEJnSczofPkau2IaV/xK7nz3yBm5vNcf90w3ll1kP2+bcV1ej0Rt9xGwRefcoF5sNQUD4Dk/CRC9CbiQ+NrfG363Deqfx91G/lZmbTrNaDSdo1atyfeo2d/TNmgsqY+35RMv7ZxtDBX3VfKX5+y5YcvMCavK3OuU5MoYsJCWH3w5CdCDE0SCR06nPxPFnvzxE8iwNQ8HnJmPUfo0BGYziu/IsrqtH9oF30GCeGN0ZvNRN5zH3nz5+KxlpzhTz+0j7zMDFp2O7fK+5oTm5PQtgN7V/1W5lzO7JfKpKSUpjMaiZ7xLK49u8n/4L1K7xVriuW8xn359eiPVY5LiPJIIC5qxHMgq8xseCGDYkFLyUOz+n8TCCGqIy3HzvrDmVzYsWy+7Q9HvqV9TAfGdhzPpa2u5NJWV1a5I6Zzy2ayn3mKqAcewtSnH4PPiGfIGY145ufdeDSNHLsL09AR6MxmYn7+W2qKB0BKfjJNwhPR66r/z5Xm8eBY+RfWN9+s9jW7/15Gmx59K017ANDsBbQ5nMKBtKPYc3Oq3X9pOXYXP+w8xjXVWKS5ac69/PzJVwC8++zL7Jg7vsR5vU5H37YWv6SnAIRffxOOP3+jW0EC+7L+Jc9Vu4WgBUu/wH34EJETH6iwzerUlfRpfKJCTeill2No2YrcN18v0e7QpjU0OaMTYVExpbso1xl9h/Lv6j/w+MpNAth/X4Hjz9/KTUkpzZDQmOj/zCRv4QIca1dX2nZEswv5LXkZTo+kZoqak0BcVJvm9KAdzUXfpvxAXGcJRZcYIYs2RdD8oqbRJj6CDgmRJY47PU6+Pfw1V7W+ptrpBK5DB8maNpXw0TcSdvlVRccfHNaegxl5zP/7AENfX8lBm52IG28h/9PFXJxwgdQU97OUvGQSwxOr1VbzeLD/sYKMKy8h65EpQPU2acnPsnF4y/oKF2kW59q5g8Z5diLiGrH7r9qvCfhu+zEsESb6tql8wylD0hoykw/ROtL792p3SxIDDb+WmRnv3zaOlQesePyQq2xUOhHS/Rwaf78ak8HELlvNN/Zxpx4jb/5cIu+7H73FUm6bPFcumzM2lthNU6fXEzX1Eew//4BzyybAm5ZycNOaaqWlFGrTow+OvFySdm4GfCkpL79QaUpKaaaevYm47U6yZzyBO7Vsmkuhvo374/K4+PnID5IrLmpMAnFRbdqRHNDr0DWNrLCNNz3FKn8ZiaD4cWcqF3ZMKBNs/5GyApfHxbBm51erH09GOlkPTsZ0Xl8i7h5X4pwlPIRGUSbeW30YgElfbuXR3FboDAbO25BDnitPaor7UXJeUpULNQsDcNudt5DzzAzCRl6O5avvAAjp05+IMXdVev2/q/8gtklTEtpWnqYE4Ny6hZCOneg8bCS7fv8Jt7Pms6CapvH55iRGndUUg77yD4Z7Vv5Gcl4kFzTdTeeYY2y1JpLpDMWQWTIF6rzWFqx5Dnan1n6Wvrjw62/C8cO3dA/pUON64pqmkfvfWRi7dCX0wksqbLfh+DrCjeF0Mncucdx4pkLYlaO8CzddLmzJR8g+foxW3XtVewwhYeG07tGnaNFmdVJSyhN+2x0Yz1TI/s/jaK7yP2CbDKF0tZzFy9v+j43p62vUvxASiItq825rH4XOUPE/HIYzzWhWO1pafh2OTFTEczQH9/YMPEdPrsZwQ3DIms/OYznlbuLz1YHPuaTlZYQaQqvsR8vPJ+vRqRgSmxL16BNlgnqPBp2bRFP4UTMly068JZLQ0TfhWrKEIY0HS01xP0rJr7h0YekA3NSnP5ZPlxJ5z3gMjRKIveUWXDu3k7/w3Qr71zwe9qxcUeUizUKF9cPb9R6I5vGwf/3KGr+ndYdtJGUWcHnXymf6s4+nsurvbQxN3E9MiIOLm++mRUQWq48l4o4tOasbGx5C16YxrNzvn99IhvTph6FJUy7epK/xDpvFt7Gv6JlqmsaK5F/pGX8ehnLSwyLuuhePzUrB50s4tGk1CW07EBFb/sx6RTr0HcqRrevJ/Pn7aqeklKbT64l+4mk8qSnkzS9/zYGmaRzJOwLAGzvnyESUqBEJxEW1lVe2sDRdVAi6llF4dtrqZlCiQs5lR3B+8S+uZUdwfrEX57IjterHmLwW3ZaPy10kVp/8tCuVrk2jyyx82525i122HVze+kR6SUXVJzS3m+ynn0DLyyf62RfQmUxl2hj0Ou7oc6JsnQbcfl4rIi6/Ci0/jyv/jZea4n6Ukp9cZjOfygJwvdlc1C7h4UeIfuoZb57v6n/K73/PDnKt6bTrPbDKsWgeD65tWzF2647RZEIZfAE7ln1X48Dr803JnK8kYI4IqfReKz+aR9M2regck4JmCMNjCKVf4wPssDUiXV/2twT928ad9Hb3hXR6PeGjb+DMFbvZfXwrHs1T9UUU28b+9rsxNGteYbsNx9exInkZTSPK/22HPiqKyPvuJ+/dtzm4/h9ad69+WkqhhHZnEmVpxO6F86tMScmxV5xOprdYiJ7xHPmfL8H+x4oy5zemryfDfhyAwzkHZVZc1EhQA3FFUTopipKlKEqbUse7KIqyQlGUbEVRViqK0rnUeZ2iKE8oinJUUZQURVGeUhRFPlQEkJbtQEsvKNrWvjKGjhbcqqSnBJPnaA6ebeng1MDpAaeGpxYz45F/TMf8vxvR//gQ5v/dQOQf0wM04pOjaRo/7fRWSyntqwOf07fJgKJgbsfy79nywxds+/Ubcq3pJfrIffUVnDu2E/PSbPTRFf+su9wag9rHcU6LGOIjQnB5NHTh4YRfez3xX60gwdRIaor7gcvjIi0/lURfsFbdALw4U8/eRNwxluynn8CdnFTm/J6Vy2l9Tm9CI6OqHI/74AG07CxCunYDQBlwPtnHU0jaWfXmL4WOZdv5fe9xrj278nSbXX/8jDXpMOc32YWj03XYrviEnMHP0aRRFC3/n72zDo/qTt/+54xPJu7uxIO7O8WhUHfv1tttd9vtdrdb227d3b2F0lKKO8EhEIgTd/dxOef9YyAkRAgt3fb9LZ/rykU7c3xmznm+z/d+7ifUm2O9DCYnRHmTVdNOm+n8FA2qZ89FgZyhGe1UGsoHtE5nG/vLruxzGUmSeDXnBQD2Nezp81mhnjkHc0IcrXXV56QPP4UgCIQZbVR66tD0czwlTUamvbGX0pNuSL2hTBmM7k93o3/mCRxVp5MakiTxTt7rmB1mAOySnbdzX7/w/LvAgPndgtf4+PhQ4CfA7YzX/YBtgAa4BNgLbI6Pj/fosthjwD+AV4GbgWuBB/4Lh/0/i1jWAR4q8OyZITwT2SAPMNqR/gfkEH9UpFYr9PIckFoH7mijqDmENvdbBLsJmc2IYDehyf3uD5kZP1FvoKLVxKw4326vt1pa2FazhaURywHY8ua/ObzqcwCO/PgV3z92F5tee5KCfdtp//JTzOt/xuO5l5AH9u9kEenjwotLUnhkZhytJhvtJ/2bNRdfitTYyLV1iRc8xc8D9eY6REQC1QHnHIB3RXv1dShTh9Dx2MNIltO/AbO+nfJjhxg0/uxFmgD2zOPIIyKReTj3qXFzJ2bMlM629wPhx+M1xPm7khTY9+xie10NR1Z/zYTpo/BsPYph9IPYg0ZiSbwM04g7meh+jLKj+2mp6t5aPc5fh5eL6rzYGAIIajUuyy9j6SE52c1n14n318a+K2m1O6gyOIPZGmNVnxlkQRBomjAed5MFVWHhOR+/Zed2AjMy0csEmipLe7wvSRJ3r8zk7u+d53bPqkzuXpnZZxCtueRylCPH0P7Yw0gWZ+B9oi2PwvaCzt4EAEUdBQPqT3CBC8DvFIjHx8cnAweApl7evg9nED4/Pz9/Q35+/oNAGXDLyXXdgYeB/+Tn5z+Xn5//M3A78Gh8fHzfv/wL/CpOyVIGoqEUNApkUe7/dfeU89HM4v8M7ipw9HyYCJ5n10ifQt5agt3ePbNmtTuQtxb/6sM732zIq2dEmCe+rt3Pb13lGoJdQhjmM4KCvduoPZHN9NseAuDaN75m4SPP4hMeQ8aqL1mzdwOZMydRbdYPuAAvyseFBSmBvLGrGEmSkLm5oVm6nGGbishrzb7gKf4rqdVXMaFAAXfc84sC8FMIMhmujz6OqNejf/XFzteLD6Th6u1HQGzPtuu9YcvMQJHSva190rR51JzIprmyrI+1uqzvEPkhs5blQ4P7vJeKosjuz98mNHkog5u/wTTkZkS309lzc/wlBCiaiYwN4+jPK7qfpyAwPtLrvMlTADRLluHbKtK69/QMT29ytbO1sT+F3qrn38eeGHCH28ryQsIi49C/8kK3QdTZOOWS4nX9LYSmDu+106ZDlLDYReo6nNutbbfg76ZC7COZLQgCrg//HclkQv/qSwDEuA/iz6kPd/YmGOEzihCX0LP2J7jABU7xe2XEJwEv4gyoz2QmsD4/P7/rneRH4JTdwQRAC3zR5f0tgAIYeEn1BQaMJEnOQs0+bAt7Q5bgiZjfitRLMPhbUNJkZPjTW/qdWvyfos0CckBx8mEvF5CleCML6dvx5kxECRR0H9yosdDe1tv4+ez0pcseKHlpNdQXO3XX9cXt5KXVnDxOiU159Vx0hizFIdr5qewHlkQsozR9L/u/+YiJ191JpK+D4aMSUNQcxiskgsHRSUw9ksfk0dNQh4Sz54t3WPHon9j39QfUFeYhif1rY28dF0FOnZ7dxc5blvbSyxHKK7m4MeaCp/gvRBJF2v/5N3weeJLbf7L84gC8KzI3N9yfehbLpvWY165BkiQK9m4bcJEmnHRMSR3S7TX3gCDCUkeQs23tWdffUdiEzSEyO76nz/0pcrb+jL6pjinDvJAZ6zEO7+4ZjkqHOekKJnidoCr7KA2l3TPFE6K92VdyfmwMAWQenjROGULkhgzgtFxNvuEv3eRqZ2tjD2BxWHjg4F1YRAsqmeqsHW4NLU00lhURc+2tYLNh+vqLXrbaO50uKZddSezYKZSm78V2MosNUNNu5v4fs8mpO13Lcareoz8nG5mrK+5P/hvLxvWYN6xFIVMwP2xRZ2+CB1L/So2xmuKOogEf6wX+t/m9AvH38vPzX+rjvRDg2BmvlQKDurxvBvJPvZmfny8CFV2WucB5RKozgcWBLOzsGspTyKI9wOEM4H9LTk0t3vptBnD2qcX/BSS7iH1vLfKJwSiXxyKE6hD8tSinhw58I3YTrhnvUKOMwCCp0UtqDJKaHCEO/8PP8v1nz7Extx6zrf/2z6dw2KwcX//9r/pcvEN07Pm6kAPfF7P3m0K8gp2NVzKq2mgx2Zg2qLssZU/9bgx2PclN/uz5/G3GXXkLyfq1eP50JVMsX+L50xWovr+f9kcexOXSKwm//jbGX3Urlz7zNuOuuAWLvp3NbzzNqn/ey5GfvqG1pqLX4/J3U3P58BDeSCvBIUrIvH3QLFjE/N3mC57ivwBHXS2tN1+HddsWqpID+fCxcb8qAO+KIjYO1wcfRv/Sc9Ts2ExHYx0xYyYPaF2xuQmxqhJl6uAe7yXNmE/J4b3dag56Y0VGNQuTA9Eoe3fuaKmuIGPtCsZeci3ema9jHHUfktqjx3Km1Bvw16cTk5JExppvu703OtyLdrON3LrzY2MIoLvsGmKKTOjTvuqUqwk2Q6dcTTrwU79t7MGp9//XkUcx2U38KeFu7kq676wdbsszDuIZFIpnRDS6e/+M8fOPu+mz+6Kzcc/f/oEglxOSPAyFSk350QM4RImvj1Rx2SeHkQnw8tIUJsd4c/XIUBQyYUD6ekVsHK4PPIT+hWexF3UfCAW5BDMuYCI/lK7oY+0L/F5IkkS1ofoPFx/8LlKOk4FzX2iBM+fVDIBfl/db8/Pzz7ySXZcZEJ6e/XdQ+y2Qy2W/y35/DYZjzRDmhlfgwDqanaItyQeKO/AYPrBmHL8EhygR5KVl/0lNZG27hQmxvrh7uJzVn/f/KoY9VdhlAj5TwhGUMmw+LjS/dQxXu4DCd2BtuWUb/4XVbmW2/p8sDmzh5mSJrwsVLFt0MXUnfuTmnQ/y2bZy5m+7nAWDQ1g2LJTUEPdeM4vbP36bzK3O9s+f330lIxctZ/yl15zzeZk9bNgsDsoynMHOnq8K8fDTUmGzcYXaHUOJAYWfFg8/LVp3FT+n/8Bi+WT2f/Yuk6++mSEJXsi//s4ZRAB2s4yGH3fhOnI8/g89gCA7lZdwwWfaNIZMm4bZoKfw4F7y9+zkp02r8Y2IImH8FOLGTcbV24f933/N2GVXcM/MOH7M3MWO0haWDQ9Fd9stmOevIrRERd6440wI7rtt+v+P94TfCntdHeU3Xo3Y7sxSxq07hkM5GM8lv+z69HptL7+E+oJcdn/5AdHjxxEY1vv9KWNLOf7hbgTHeVF9ooXKrSfw8/bGOzWhx/fcY/gwMqKiKT2wjQmXX9fr9k7UdZBR1cbzywf3+nk77HbWf/UucWMnMlSdiUypQT3hNtSKXuRknnFI8QuYZKrh082t6KuLCE1yFpB6AsMjvDhS3cGEhICzXqOBMHj0dFbGK0j+8QeIO/NdAcO7H+M6Zw7+c2b0ur4oiTy291FKDcV8OOtjgnRn7yYKUJWdTtyY8Xh6uiAtuAjHxp+xvPkyQW++1ecshqOlhZaX/oPPXXfhNeS0z0PS5Onk7N3Bv8s8KW828uTiFBYNDkIQBGYNDsEhShyubGNbcQsTEgfwzLrqcupyszA8/ihh33yDTHd6tvG6lGu4c/sdPDj6z/hofQZ0rl25cE/4bdhbvYe71t/JO9PfY3TguRf//lb8ETXVFuDMFJIFZwDe1/tnLjMgWlv/+zIGT0+X32W/vwZrXhOyMLdzPm5HjBv2NaWIDUEIyt9u8iWgiwWYBFw1LJiO9v9NH3PJbMe6oxLFlGDaDCenYTUCQpgrLTsrUM44e1ZcVboV9yOfcJ/yaRYOi+G+aTF4erpwy5CTn3/yxXR4h3HduhuZ5WHgHw13cel7FUT6uLAwOZC5Sf54u6iQJIm8nRvJ3rmVmDGTKTqwCze/QIqPphM+YjKuPgMfNxtaLWx6Jwu5XCBuQiBFB+tJmByMTCmwbVsJI71dydhcjr7FgmiXkCkhWkxG3ZxGYMJs7LJkSo7uo6llGaHKowTLs8lIH0dbWBQjLx1CW7u5jz3LCB02kdBhE9E3N1KavpesHVvZ/c2nBMWnUJOXScKMxQBcPzqMl7cUMDHcE7WLJ+pZc7n20EG+H/EDyS7D+zy3/x/vCb8FYlMjbXffjjwpBa+nn6NpxkT+9dwwJgdM/cXXp69rK15zE9V56YzJKqClWd9lEHYaF28Vmz7MIXywNxXHmxmqzkOelEJbW+/3lvgp89j39fvETV2AUtPzUfRRWjFjI7zwkAu9HtOxdSsxtLYw44bbEL6fRcfUZ7HoHUDv565IugGvHy9h0Mg/k/bN51x0/z87g9PRoR5sy6vjmuH9O7OcC7mzEhj2Vja2QBuqLjFiS74SS20rLi/e0+t5SZLEq9kvsK92H6+OfQetzWNAn6epvZXq/ByGL7mmc3n1HffRcs3l1K9Zh3rytF7Xa//XkwiBwbDoks71rHaRPVIkmuJVRITpef66UXi5qHp8lvdPieKOFZnMi/clxvfsMj7VXQ9gvO1GKv/2KG6PP915/WNUSYTpIvgy62uuHXTjWbdzJhfuCeefdmsb9+28F4AXDr/AuxM+HrAk7Xzg59e3tPePaPlXj1N+0hUfnBnvU+8HxsfHnzm313WZC5wnJKsDqbrvtvb9IQt3A7mAWNz2GxyZE4co8WNmDVHeWh5f4CwQqmr93wzCARyH6hF0SmRJ3dtmy4f5IWY3I1n6l5IIxgbctj3ANv8byJRi+NPEyF6XsweNonXZTwRZinhPfJz118QwLzGAHzNrmPfuAR757gArX3qajLUrmHDNn5hwzZ9ImL2U+X95GhdPb37+z98GbPlmszjY82UBGlcVE68eRHT5OsZfHguSRIOfkt06B3NvTOSie1JZ9tgI5v95MA2Ju9C07MI/Zioaj7Gc2FPL1q3+pOsvZnXLE3xY8zGHou6FcA8qWkLQN5sR+6rQOomrty8psxax6NHniJswnZo8p9PCZ3ddQcbalZ12dCsynBZ52quvIzSvgcpjOy54ip8FsaWZtvvuRBYYhPtTTv927Q03O9vb9+Ez/WsoyTiAi7cPXicK+2z24x/tjoe/lsL99YQme+GRn4biDH14V8KHjELt4krBvp4+03qLnXXZdSzvw7KwqaKEzI0/Mu7KW/DKeR+HZzSWQYv6PQd74EjsvsmMCmmluaKY6pzTis4J0d5k13TQYrT2u41zwXPYeGpD1LSc0CEpNEgKDVajjIZjrujuebDPNvYfnXiXrdWb+M+olwlzDe91md6oOH4YNx9/vEJOryMPDsHluhswvPoSkrFnoHqmJAXgWFUbV39+hDUVIpqQGOaryvFy6d39a3ioJ9NifXlxe9GA5AuCRoP7k//Gtn8f5lWnpSiCILAs8lJ+Kv8Bm3h+rCQv8MuRJIl/HvkbDsn5/Ks0lP+hvN7/iIF4Bs5izq6MAqq7vK8Axp5686S14aAuy1zgPCFW6EEpRwg892kyQS4gi/dEzP3t3FN2FDbSYXHw0ZXDuGpMBGMjvfg5p/43298fGanDiuNIA/JJQQhnyHJk0e7gosCR1Y+GVZJw2/oAHa7R3F4+hb/NikPbh5YVQPSMonXZaiS5mpj1y7kh1sR314/khREy4va/T0ltCytCL2WNPoC0oibuLAik2gjTbnmApOnz2Pr2c2Ru/LHfYkhJlDi0qgRRhJm3J+F+ZD2mjz9A89lzBG98BdUTf+Xlwx9ifuBOWv90E223Xkf9/dfivv0AkW0GRu5YReLXdzDqp1uZsvMexu//OwG1B7EqPfBWlNMuhHJwm511L2fyw5PpbHorm/0risjdWU1VbgsdTb0H6GMvv5nLnvsAUaEiJGUEg+dejFoh47bxEXx8oJwOsx1FeATqKdO5ZL/sf8pT/FyLcsW2VtruuwuZlzfuzzyPoHZKMZTXXUeTpZGgPrpq/lI6izQnzsS9n2Y/5VnNNJR2oNLKKU5voL7O0aNQsysyuZzEaXPJ3bYe0dF9wPv5oUpMdpEQD02P9Rw2G3s+e4uYMVMIC/ZAm/UZhvGPgnCWx7MgYBp8E34l3xE/YRpHf/6uM3iM9dXh56piX+n5u/cmeySxaoSVlhIPmmd+jP2iF6jJi0fjD+qZvUtSvi3+ipUl3/LMyBcY5BF/TvsryzhI+NBRPbKW2suvRlCrMX76YbfXT7mkuNx0G4qISAxWO89vLeS2b48xOsKTb64fwfBpsyg6sKvH59OVe6dEcby6nR2FAytKl4dH4PrwoxjefJWO/zzd+fqM4Fk4JAc7araew1lf4LdgY+U6jjdnDNip57/NHzEQXwFMj4+PHwsQHx/vBVyH0xmF/Pz8UuAw8Eh8fPypX+g9gIDTf/wC5xGx9GRb+1+ot5YneCGWdCD9BtaCkiTx2aFKlg0JwlXtVFndOTGSTXn1nKg/f4VK/79g31eLEODiDLrPQJAJyIf54jjaiNRH5leT+QnK2iPcZb6dOYmBjIk8eztpSeNF26KvsAWPwXXFUtI/eZaSlW8zYvZ87nrqWW6aOYTVmTU88GM2ALevOM49q7JJnbOE6bc/RPbWtez44GWspt6nYbN3VFNf0s7Eq2IxPv5XDK85a7ytWzdhb2rioDoA7YiRqMZPRD1jNpbp09njocDgZWfMNX/C7c7bCJwqEDxThtdT/8Q+dTHN3klElq6jzexPmAdcOf57rg+9m2lzrUSP8EOlVVBb1M7h1aWsf6X3AP3Yxgrys8owDBpMdXUlm994D4B5SQH46lR8eshZ2Oly9fUMzTGTfmTV2T/A/8+xWcxk/LyC4+u/H/A6Ykc7bfffjeCqw/3ZFxE0pwPVWlMtQI+umr+WxtJC2mqriR03td9mP/lpNbgHaLjonlTkMqgImYoiPqHfbceOm4rNbKLs6AHAeY+67dtjfHrQ2Qzn/h+yehSTH1u3ErvVwsiLr0Z34DmsoZOwhU4Y0LlYYhcgyVSMiJBor6um/NghwJmRHRflzd7zaGM4tD6PtHgBh6cnhkPl6Ot8MZaZCRgvojv6To/l11b8xIf57/D48GdI9e57ANMbFoOe2hM5hA8d0+M9QaVCd/9DmL79CnvJaWeSri4pe4qbueyTdA5VtPLe5UN5cHosOpWCiGFjsFnM3WYPziTQXcN1o8N4ZUfRgIvR1dNmoll8MZafV3dm6lVyNQvCFrGq9Ls/TMD3v0iVoZJXs19AQnK69Mg1/Tr1/B78EQPxdcAGYGN8fPxnQDqgBJ7vssz9wGwgLT4+/nvgX8Br+fn5Df/tg/2/jnSOtoVnIoToQKdALDj/8pQjlW0UNOi5fPhpJVNCgBsz4vx4e0/ped/fHxmxyYyY1Yxict/+xPIUHzDaEYt7yiTkTXm47n2KdWEPkm1w574p0QPfuVxFeeIDfFkxhqrjB1m8dDyDL1qKi1rJRYkBTB3ky6kjajJYqe2w0G62E5I0hPl/eRpDcyPrnv97D1eSiqxm8nbVMP7yWDRt1dgOH8T1YadVmm/aQQ7f+ww/DpnPoLtux+WKq7FPnUZazkEqg+143nQJroNDCKx6CpdB3ljv+xn5xPmYJy9lwm0jiS5dy4TbRmIaMpOOWW/A8MuJS7+KFN1Ghi+IYNqNCSx+eBiLHh7KpGvjegToebtr2Lt3F0hg9I6lvmgvebs2IZcJ3DUpim+OVFHfYUERF480chipmwv+z3qKS5JE2dEDrHj0Do5vcA44Tsl1+kPU62l/4G4ElRL3519BcOk+61ZrqsFV4Yar8pfff3qjYO82wlKHo3X3BHpv9tNcZaC1xsjopdFoXJWk+lbQ4pWAQd+/laVSrSFu0kxytv6MJEkcLm8lq6a909L/TJ/qhpICsreuZfxVt6Fty0NdtBbD+L8N/GTkKsyp1+Fd8AWJ0+aS8fN3iCdnmCZEebO/tAXHWSRXA8JqIODwG0SpvCi7aDimFV9T9/dHcbnhFqwLnsIl/fVu/QV21GzjlazneWTIPxjjP+6cd1eZmY7W3QPf8N7vQ6pRY1BNmY7+peeRJKlTkiLe/wiPbTjBg6uzWZwSyBdXD2dw8OnEhFKtIXLEOAr37+h3/9eMDEUCvkw/u0MLgOGj9zCvdLrXNM2ZiuEj58B8UcQyCtsLyGnNGtB2LnB+sYt2njn2L0b4juaBlL9yZ9K9PDjiwX6den4P/nCB+Ek3lCU4fcaTcVoZjs3Pzy/vssxuYBzQCkQAD578u8B5RGqzILVYkEX8ikBcEJwt73+D5j6fHapgXmIAfmc0cbl9QiT7Sls4WvnbadP/aDh21yCL8UAW3HeBkaCWI0v2xnH0jPGq3Yz75rtoDp/Hn/MH8ZcZsXholb1v5AwkSSJ3xwbWPv93vOJHseSmK4nOfxHdvn+DJCKXCdwwJhwJODU+ECWRyz9NZ3N+A64+flz0wL/wi4pj3fOPUXrEKRFoqTZwcFUJQ+eF4xekpOMfj6CeMg31vIVob7gZgI15DcyM80Uhl2FoaWLz608jC/QmLbWBxXY1XquWYI2cSduCz5E0zux+wqQg/KPd0d5wM/7R7iRMCgJBwDjqPtpnvY7rnn/huuvvcNJyUKNT4h/lTuwY/84Afebdg1APL8OhNIAADoUNyWMqB7/7lF2fbCLWISfFT8d7+5wNXryuv53J2ZB2/LuBfpznhCRJ1JpqfpesW2ttFVveeIbdn71FysyFXPXypwAoVGqiRo7vcz3RaKD9wXsAcH/+VWQuPb+3Tn34+c2GW01GStP3deukeWazH0mSyFhfTsRQH7xP+u77laXhp23n0I+lfc4onSJh8mxaqsv5cu0u7l6VxaIUpwOHIHT3qbZbLez5/G3iJ88icFASur1PY4lfjsNnYM2FTmFKvgp5exlDErwxtbVSengPAKPCPTFYHWTX/noLWZeMd5CULiQETGDXYAWSyYxkMqG97EqsUbOxRkzHdcfDIEkcbNjPv4/9i3uTH2Ra8MxftD+nLGV0r0W0p9DdfR+OE/mYV3xDx5P/pHzBVVy6tYHqNjNfXDOcW8ZHoFL0XH/QuGlUZB7B1N7a57Y1Sjn3TYnmkwMVnc1++kN34634ph10/o9Kheai+QD4afyYHDiNVaW/zW//Av3zReEn1JvqeGjw31gQvpgF4UtYFrucBeFLmB+2CIXsj+FX8rsG4vn5+Tvy8/OFk3KTrq/b8vPzn8jPzx+Rn5+/ND8/v8f8QX5+fnp+fv6C/Pz8kfn5+S/l5+cPbA7pAgNGLOtA8FIjeAy8G2NvyBI8kcr1SPrzV7RS0KBnX0kLV4/s6QIS7qVlcUogb6aV/E9MCYrVBsSiNuQTzx60yIf5IpXrERtOF7Tq9j+LYDNyb/uVjIv0YvoZftx9YepoY9s7z3UryJRSLqF18Tdocr7CbeMdYDdhd0hMjvHmw8uHMjnGm+cWJnHliBCe2JDPvauyqDU6GH/1bYxYehW7P3uL/d9+xu4vTxA5zIfY0f7oX3kBJAnXB/6KIAjobryVdrONvSXNzEnwx9TRxuY3nsEjIJiDIw1cpA4hZOsD6Mc/in7KMyDvOajQ3Xhrj9essQtoXboKVfEGPH6+FsHc2u19u93O4cMH+PzzD6mtOy1jkAQRIVogfPh8yo58ye4v9jOjwIFyXzP7t1ZgDknAGBeOZtX638RT/GhTOlduX/ZfLT6ymU2k//glP//7ryi1Lix+7EUGX7QUuVLF4LkXE5o6nF0fvYrD1rNYUDKZaH/oPiSrFfcXX0Pm1vtAv9ZUfd5lKSWH96DWuRGU2N0LvGuzn5LPN9NSbSR1pvPeIokijqxMhox1obXGSNHhs0y8unjQHJhCadoG/rMwkcuGhXT7/ttPBvJH13yLJEkMX3Q5qrJtKOucrezPFUnrgzn+YjzzPyd55gIy1q1EdNhxVSsYGuL+q+UpMkMdLkffwTDuEZK9hxD4816kDuesWtO08Rg+eg/9pCdQ1B8n/9hr/DP9EW4YdAsLwhf/ov3ZzCaq8zIJH9J/fz65rx8uN92K4fWXwWLmPiGJW8ZF8P7lQ/t1PPGNjMXdP5Dig7v73f60Qb6kBLnx+q6BdxLWXn8zyqHDMbz1eudryyIvZWftDhpM/5u1S78Xmc3H+LLoUx4Z8g88VD29+P9I/OEy4hf44yCWdiD8imz4KQQ/LYK3Gkf++cuKf3G4kskxPkT69F5EevO4cPLqT3c7/L+KJEnYd1U7u2b69CwEOxOZtwZZlHtnVlxZvgNt5if8HPU4GY0if5kROyBLp6rsDNY88xdsZjMLH3mWqBGnp5/tQaNoWfYTiqYcPH+8jCitkVfHmBjZvpFXx5iJ8XPlmlFhfHfDSOQygcs/TeeTgxVEj5/BrLv+TuG+3RibviNxkgfm9T9j2boJtyf+3U26sO1EI746FfGeMra88Qxad09iL13EoeYDXFV2lLYFn2FOvf6cr6fdfzCtl/yMYGnD8/tFyFudresLC/P56quPyck5zsiRY3E47MhkzkJWQZDRbmgmcf40YsdORBDXMHqpPxofNXn761j/SibZ0Q8S2DqPPTt3Ybf1L284FyRJ4u1c50P/v1F8JEkSJYf38OOTf6Yi8wjTb/8LU2++H1fv04O3ofMvYezlN2OzmDm8qnsnRMlspv3hB5D0ejxeegOZe98PyBpjzXkv1CzYu53Y8VOR9ZJpVcTGoX3gYbIyReISFWjdnc4ajrJSpI523EemMnRuOMc3VmBo7T1LWtZs5IavjnLMcyjhxjKGulqI9HHhxSUppAa78+KSFCK9XagtyCFv50YmXPMnFAo5ur1P92hlfy6YBt+Eqmw7yUPisJvNFO7fCcD486ATdzn4AnbfZKzR80j2SuHDsXqUWzcBTomY7sZbEV2DODr8Zv5S+Q3LQhdyeczVv3h/ldkZqLRa/GP61uPXtpv59kgln27N7nxt1fcPIf/qY85WziQIArHjplK4f0e/vxdBEPjztFi25DcMeHZVd9Ot6O66D+vundiOHgEgySuFOPd4Vpf/368T+aOgt+l55ti/WBZ5GcN9R/7eh3NWLgTiF+gVSZQQy3+dPvwUgiAgS/RCzGv99QeG8ya8Ma+Ba0b17Ynt56rmsmEhvLm75PxoJP+giMXtSHVGFOMG3jRJPtzX6WTTUo/b1gdoGHwXj2bouHdydA+Zz5k4bFYOrvyUbe++QMKUOcy+9zFcvXv6gZ92VFHh/cVEPFdfgeuuR7u1xA5y1/DSkmSenJfAyoxqrvo0nSP7JDyCb8DdX8PaZx+m4q2Xcb3/IRTRMd22vzGvntkxbmx/+z/IlWpmXHMdm/bcyQgb+C35EVvYwLol9oaoC6R16UrsvikYv7ueH795n61bN5KUlMqVV17PsGEjmTZtFpMnTyc6OhaVSsnkyTPw9fVnzGU34BEYQub6d5i/LJJ3tEZiro4mcWYUBnd/arepWf3vo+z67AS7vyygNKMRgPridvLSas75WHfWbqfkZCvt0o5ijjQd/sXnfTZaqivY9OqT7PvqfRKnzWXhI/8huEtmOS+thvqT9QetNXbCh11Fwd5tlGU4p+wli4X2vz2E2NSMxytvnrVTZq2phkDt+bMubCovpqWylNixU/tcptx1OGh1BK58ArHdGXzZM48jj4hE5uFJ5DAffMNdSV9d2iOI21nYyHVfHiXGV8frN80iOCGVnG3reuzDZjax94t3SZo+H//oODR5K3pvZX8OOHwSsIVOxD3/S1JmL+b4+lU4bFbGR3mTW6enyfDLbAzlTXlocr9DP+ExEARCdeG4K93ZVp7OF/GzKG1yFiZWGiq4v3U7cxwa7qvtvQPtQCnPOEDY4FHdBkuSJHGiXs/7+8q45vMjLHz/ICszatg5fgnzlrwAwLwlL5A76xIGcruPHj2J9vpaGksK+l0u1k/HsiHBvLCtcMDPEUVUNJqly9G/9iLSSXeWZZGX8nP5aiyOs8tcLvDreS37BdyUbtwY13Pm84/IhUD8Ar0i1RrBJp1TW/v+kMd7IdUakVp+/Y3oq/QqUgLdGBLS/3TTdaNDqe+wsjHv/+aUoCRKONJqkA/3Q3Dr3RcXetrJCRFuCO4qFGtW4HCP4K/1s0nwd2Vxav/BfEt1BWuf/zuVWUe46IHHGXzRxb1mFjuPT+OFYdQDzk6WDjMym7GzJbaixhkwCoLAtEG+fHfDSGYqXGg60U5WrAejr7mHoKY2DkQEUOau7Rb0NOgtHCtrJDT9WxwOO7MvW4zrmuX8pLCwcNjfcHjFDuDq9Y/B4uBHxSI+tC3Gv/kgN410Z+TIsSgUSuRyOUlJg0lOHsysWfNQKlXYbFbkcjkyuYIpN92HaLdRseYjFiT78+7RCqJH+hE13cGYfQ8yfLEXHv5aWmuNHPy+hK/+uZ893xR26pEHSkbTEZ7O+Ccizgy7XbLz+JG/0WH99ZrgrlhNRg6t/JSfn30YrYcXS/7xEikzFyJXdNdXeofo2PNVIWlfnGDvt0WEpyYwfPGV7PvyPTpqq2j/+8M4aqqdQbiXdx97O40zED9/GfGCPdsISR6Gzqv3TodmvY3cXdUMWRyH0sOdjicfRxJFbJkZKFKcAw5BEBixOJLGcj2lR532dg5R4u3dJfx1TS63jIvg6fkJuKjkJM1YQNHBNEwd3bOp6T98iVypZOj85WAz4XLwhT5b2Z8LpiE3o8n7joRRTknHid1bifZxIdBNzb7SX5YV1+19Gkv0XOyBIwAQEBDN4bx+cDtfJs7h1m+PccO323nwwD0M9RnBHeNeQ1PwA8rKPb9of3arlarsDMKHjMIuOotdX9hWyJIPDnL150c4UNrC7AQ/Vt4wkhU3juL5xcnOosqEWd3092dD6+ZBWOpwCvbtOOuyt46PoK7Dwuqs2gGfh8sNNyPW12FZ+xMAk4OmoZQp2VK9ccDbuMAvY0vVRnbV7uDRof9CJe/7ufhH4o+hVL/AHw6xtAMh2AVB1beP9LkgeKkRAl1w5LWcU/b2TNpMNn7MrOHJeWcvaHLXKLludBjv7illZpxfr4U7/z8j5jQjGWzIR/njsFkxtDRhaGlC39yAobkJQ3MjxrYWavKO015XjUKjQanWoFBr8Lca8epIYl24B9V5R3lodhINJQWd75/6t2B/I94hOnZufZ6K7ON4hw1j7gN/6rVzYG/I9VVICjWC7bQ9oeCwoM38BJNCjd0nCWRyOsoMeBWZiFgQxpbCWrb9+THGGK0EPXA3B1Z+SmNZEWMuvRGFSsWmnBoubtmMzMXOvCUTCFh3OV9Ej0cnb2N86EW/6pra7XYyMtJJTz+An58fyy+5itD2w7hvvQ+zoRD9xMehS4GPQqFk7NiJ7Nq1lcTEFLRaF1RaF6bf/hfWvfB3Jrn58Gh9LLuLmxk/7zpyP/oQy443GXHviwy5KIwjP5dReKAeQYDmagO+EW7I5P0HEqIk8m3xl3yY/y4iIiqZGgGQkDDYDdyy+1r+PepFotzOwfmmFyRRpPhgGumrv0Lj6sGsux8lcFBSr8varQ4qspuxWRzU5Leh1imQK2UkTptLTV4mO5/5G2Pr2vF6/R1kvmevQbBW7qbN2kqo4fxIy2wWM8WH9zDpujv7XCZraxXuflrCh/sjPvksrTddg+nTj7BlHsflmhs6l9N5qhk8J4yM9eVoQ114Oq2IE/V63lyeyogwz87lguJT8AgIIn/XJobOvwSA6tzjFOzbwbwHn0CuVOFy+HWQqzGlXPOrz9EaMQ2HLhBdwUoGX7SUjLUriB0/jQnR3uwpbmFB8rndd5UVaagqd9N85ekGRXUdFswdYdiVzrKtVmsLFtW70OiDrHIBf69WcJPfpSRu/gvFC9cS7O3Rb2Cst9g7rWcBSrMycAgy3i1WsGf7Pix2kdHhntw0NoKJMd54n9GI51T9yfQr/kr5wfJO/f1AiB03lV0fv86o5deiVPct6/PQKrl9QiRvpZUwM84Xd83ZC9ll7h643HQbhvffQTV9FkpXVxaFL+WH0hXMC134X+3o+L9EjbGaV7Nf4E+J9xDhGvl7H86AuRCIX6BXxLKOXv2ofw2yBE/E401IYwN+8Y3o+2M1BLppmBRz9owawGXDgvnmSBU/HK/hsuFnNmz9Y5KXVoN3iI7q3E0EJ86mqVJP9Ah3Z4DdcjLAbmxiUHkM5Y58cv71JuaTWTeFSo3O2xdXbz9MHW00Vzgt80qP7MM7LAqPgGDsNSW0VxxlhN8j2I7VMtteRO6KNI6bzUhi95pnQZAhIQfJhtZrISMv7r19d184PCIReugwBRT1x/FcMR9J4UKj50z25V7FkFEy4kZ4kdKUTkdlBg9Nvw91uRf33Pw3Cle8zYaXH2fyjffQ/t1z+CkEFk2Oxi/tfjom/JNvW7ewKPhi5L+wCl6SJIqKTjgtCYHp0+cQGxuHIAhY/RfQ6h6O+7ob8WgtoX3OW92yl3FxiRw7ls7hw/uZNMnpxuHq48f02x5i46tPcM1gNW+kaRgfNYLaxRMZ9HUa0q0mGmpsVGQ2M2xOOJk7KsndWU1FZjMjl0ThFdR77UO7tZ1njz9JdstxHh/+DG22ViTptObcIYnktGRx595b+MvgvzE1qPdGK2ejqaKEgys+obW6gqHzLyF+8ixk8t6vbVOFngPfF+OwiSg1cqJH+FFwoI6t7+cSM8KXpMo20mxmShfPw9c/4Kz71u36O80FKyHIm7jNDyBLPIBh8lO/6DxOUZq+D6VGS0jysF7fb601UnKkgWk3JTqdngICcHv8KdofvBccDpSp3Ys7Y0b6kX+kgS8/yMIQoeCzq4cT4NZd1iUIAkkzFnD4+89ImbUI0W5n75fvkjpnMT7h0QimJrRH3kQ/9VmQ/7qCeOcOZZiG3ITLkbeIuWIXWZvXkLdzI+OiJ/KvDfnYRQnFQPtBSCK6vU9hSr0O0SMSgJ2FTTy5MR9fv0HUaTcjV1ejDlpJnE8AN0Y8QVWLSHGTkVf0y3jBuJm0L//BW1xKhJeWKB8XYnx1RPu4EOWjI8RDQ3mLiUs/Ocx7lw2hpNnIrsImXA+tRa6JQK5Q8NjsOMZEevXbVOyU/h7o/HegBCcOQanRUnZkP7Hjpva77NLBQaw6XsN7e8t4cPrAZtw0i5Zi/vF7TJ9+iO7Oe1kQvpgvij4ho/kIw3xGnNOxXuDsOEQ7/z72BIO9h7EofOnvfTjnxIVA/AI9kMx2pBoDsmnnN3CVx3vh2FGN1GBC8D/3Tp1mm4Nvj1Zx56QoZAMM5DVKObeMC+edPWUsSAlAp/rjf+W9Q3Ts+mwXxsbvydq8A0HQc+g7p6RH6+6JztuXWO0QBJkMxdAAxvnejM7bF523Lyqtrscg57O7ruDaN752/o/DgufKRTji4/i5SkekagZz7vpz5wPaYbdjt5ixWUzYTGb2frWSpjKnxtfUsoac7XZ8I65GJh/Y7II9aBSmxMvQ5H530r9Nwpx4GYbJTyJYO3CUHmbTKhkRbnmMq3gK6wsymjZ64790KO/OcePFE3Zu2VjH1RNvJaFgLaufeACdJHH5WAnf/O20LfiMA1oXqqs/ZX54/y3BT+Go7KCjrgW3AG/koa7U19exe/d2GhrqGTFiNEOHjkCh6J71OlXE6b7uJjxXLqJ9/scIpibkbaU4PKIYP34Ka9Z8T2rqMDw9nVaJvpGxTLz2TnZ9/DrqkHmsywll5MV30bJyB9UrP6QjchnjLoshbnggHsFa6ks7MLVZ2fJODvETAkiaFoJCefo657fm8vjRR/FUefHuhE86rf3EKj1SqxXBU40sRMei8KUkl6fyTMa/yG3N4db4Pw14gJL+41fYLCYK9mwjetREpt58f6ffdo/raBfJ2VFNXlotsaP9UOsU+Ia74R/tTlCcBxVZTdQfKqJCmkXcjGlk7vqU4GFjuunKz0RRuhVV5ufUaFV4Oxy42k2YM79BHrsYR3D/Lhr9UbB3G7HjpiKT9wzqnHaFFYQle+MbflqKpxo5Gpdbbsf4zpvIwrq3Zv85p453jC1cY1GzNDm8RxB+isjh4zj60zcUHdhFY2khalc3Uuc4gwSXw68OqJX9uWCOvwTd/ufQlm9hyLxlHPr+My56dBpmu4Os6naGhg5M/qLOX4W8vYK2xd9gtjl4ZWcxqzNruWNiJCMi4rjr0Gu4RL+GSvTj/oSnSPL3dxoJAxCLqvQF7l5/CyOmXk+mJZDiJiMHy1r45kgVzUYbAnRmym/99hhqhcDFKX74WyuYeO0dRA45ty6cvwSZXE7MmMkU7t9x1kBcLhN4cHoMd6zIZOngoH5dWU4hKBTo7nmA9ofuQ7NwCV7hEUwPmsWq0u8uBOK/AV8VfU6VoZIPJ33+/92Mwx8/KrnAfx2xQg9qOULAwDOfA0FwVSKEuyLmtiL7BYH4upw65DKBixL8z2m9RSmBfHG4kq/Tq7h5XMTZV/idKT3yA8bGDQCI9iaiRk1iyLyL0Xn6IFcqkcx2rB/mopgZTELK6LNub/DcZZ3/rTvwPDJLG1siH+TlzAq+wRVZvQkCnZ+HXKFArnBFkGk4urYYq2UyboFT6Kh9Hp3/gzTXwLpXMkmYGETkcN9ugWJfGCY/hWXQEuRtJTg8orAHOavYHXJX0vYGo/B0MPimSTRaltJ2y7Voh7rgHmXEd9f9vGLt4AnfOLYURGOvaUKSnAHPN/sFRsWPJTFsMj+kP8z0oJl4qDzPeiy2rZVUZBewXn6E6Y5UKr31FLSXEh+fxJw5C9Dp+q6JOFXE6bb1z3h9PRMEAUkmR5Ak4hMvIyNsBPv3p3HRRacDq4hhYxjWVI/08/d8s9Wd2XfOY+v0CKZ8t4L4729FUDmn2v2j3fE/OQMVPtiHw6tLqcxpYeTiSPwi3fipfBVv5b7G/LDF3J5wV6f20ba1EjG7CU6KU2TJPihnhLIoYikx7rE8fuRRCtryeWzYE3ip+55FkiSJwn07yN6yBu/QSObc90/8o+P6XL6t3sTB74sx621MvnYQATEendupNdXgH+6H9qsXichMp+GW58k9YsQ9cBJpn7zJokf/0zO4l0Q0OV+j2/0vJESqlHJCbCetHgWQtZb84kC8paqMxrIiJt9wT6/v1+S30VTewUX3pnZ73fDRe5g+/gCApslj0N5wM6rrbubF7UWsyarl4dmDiG+HzPUVBA/yQKPrKVmQKxQkTJlD6YadyNEy6ZKbkSsUyNpK0WZ9TtvCL87eyv5cUOkwJ12By/EPiVryPVmbf6I0bSPDQ+PZU9I8sEDcbkJ34D8YR9xNXpuSv687gijBx1cOJSHADUmSUMnVWEULIe5uJPr1LNa2Rs7AGj2H0XlPE79kRbdzbNJbeXJTPntKnC5aAjA73p9LAk2kSSKh/QzUzjex46aStWk1bXXVeAT0Xxg8PNSTabG+vLi9iDeXp/Ya7GWsXdEpQwLnYE41djz6N1/F4z8vsSzqUm7ffSPVxiqCXf7/mKH9/4Gcliw+K/yIp0c+j6f67B2h/2j83xLNXuC8IJZ2IItw+01GlfIELxz5Ledss+YQJb44XMkVw0POWeutkMu4fUIkXxyupNV4/rzMfwvsVgtlR44jUzr1vRqvBzDqJ6NQeSNXOh/0jkP1CDolsqSByXOGzl8OgLJiN9pjH9Aw9RWe3FHLnDGhyGM9cBzp7ovcWmNk89s5WIx2Ysb4M+HKWEYvvZxJVw8iYWIgceMCyN1VzbqXjpGXVoPNfHYLf3vQSCwJl3QG4QDHNlbQVm9i/JWxKJQy9K+/jiTXoH36IzoWfk7TTZm0XLYR2ZCrmR/QxqX+B/lzYhoAf05MY7RsFw2lG9lXt5ulkcvPegxilR5HViMHhBMgwTZZJq0tTSydsJgZMy7qNwjvRKHFlHo9ICE4LN0KUCcN8qa4uJCamqpuqyTPWED0qPFMLP2J7/bm4b/kaqw2C6b1a3rdRUCMO3PuSiYkwYudn+Tz/kff83HWxzw8+DHuSX6gMwgXq/TOINwmgU0Em4SY1YRYZXDu1yuVdyd+goTEbXtuIKel9+5++uYGfnj8XvZ95ewG2FxZSnXu8V6XlUSJ/L21bH47G3c/LXPuSukMwsHpaX7Vtospf/pBrAcP4PnqGyTOT2TO3Sn4REzFZvVgwysvYbee9lNX1B3Fc+VCNHue4RtpFlZUVCkUhNidy8gkO3m2nsHeQDmxZxvBCam4+vTchsMucmxDBXETAtF5ds9qd23S4pt2EMMl13Hbt8fYW9LMh1cMZWFKILFjA3D1UXP05/Ie2z7FIDGVaO/J5AdraNlVgW1rJbr9z2ENnTjgVvbngin1BhS16agajjN0/iXkbF/HuCDVgG0Mtcc+BEHOR/bZ3PD1UYaGePDFNcNJCHA6aB1tSu/slFtjqu7Tv94w8XEUjbnO2bAu+LiqOuUdp5oc3Tg2nMpjhwhJGYZCNfACu65OPb/EecjdL5CA2EQKB1C0CXDvlCiOV7ezLbeaxrIiivbvJP3HL9n69nOs+uc9HF+/ipr87r8z3R33YDu4H+vB/cS6x5HiPZgfS/vvOnuBgWOwGXj62OMsjljGaL+xv/fh/CIuBOIX6IYkSc5A/DzYFvaGbJAHGO1IJ4OFgbKzsJFmo42lg3+Zi8LMeD9CPbV8fLDvB+bvjSRJ7ProLcwGM8mj5zJ8VAITZ4PDJrLpzSwqs5uROqw4jjQgnxSEMFC9JyCYW3Dbei/G4XfxSpGzcPWmMeHIh/sh5rciGZwDlLKMRra+n0tAjDvTbkpg8Kww/KPdGbvsCvyj3UmaGkLc+EDm3T+YlBmhFB9u4OcXj5G1tQqLYeCDnOL0BooP1TPhylhc3FW9+4XL5Dh8kzAPvgFz/HIsgrOgapxv2cmTgp8q15LgmUScR9+ew6dw5LWSL1bRLOidWVYERtij8d7age2HYhzHmzqvQ3/I28uQemkS5C/Vk5iYyp49O7sNNAVBYPzlN+IREETDT++S4jme9WMUtH3xIZK99wY/CpUc9wlWdo38HFmjC9dl/Yu41u7T2VKr1RnFdMUuYc9oQLI7dePeam+eH/0q04JmcP+BO/mp7IfOY5MkiRO7t/DT03/BIyCEZU++AcC1b3zdOXjriqHVws5P8sndUc2YZdGMWR6NSuucVBUlkeNNGTxx5O8884kDae8+jv11OfnuHehtenSeaiZeFc/4q/6EvrGS1U99SH1uJa7bH8Lz+yXkEsV4w3Mci7ufltjlVCjUBDoEbChRYOe7Hfu4e2UmOefYJdJmsVB8aHe3TppdKTpYj83icHZY7YWSJiNfxM9ibXYt13xxBJ3KqQc/FZTKZAKjlkZRlddCZU73PgkOh4PqzELS846wXZ0DEhwQTmA7Vgsnis6tlf05ILqHYo2ei/b4h4QPGYWbXwBB5fs50WCg/ixdIgVTE9r0N3hTuIIPD9Xx9PxEHp0d16nTliSJ9et349MSBoB3cyjr1+/pNbEi6gIwjHsE3d4nEYyN3d47s8mXze6g4vhhIoaefYavKwq1nF2fnWDr+7ns+boQr+Bzn2mNHTeVogO7OPpzz+6XNou5W8Cd/eVr3FL9FVVvPcj6Fx4jc9Nq2utrsZmN6JucCY3Nrz/Nro9PN/SRh4WjveRyDK+/jGS3c3Hkpayv/Bmj/dyegRfonTdyXkYr13Jr/J9+70P5xVyQplygG1KrFdqtv6qtfX8IGgWySDcceS3IQgdmjShJEp8eqmTZkKBuFfbngkwQuGtSJH/+MZsrhocQ6H725jf/bbI2r6Eq5xgR4TOZ2XYDyASEnC+IHXYZGcq72L+imPHBWnz8tedWSCtJuG1/CNE1hIMhN7LiuyzevWwIKoUMKUSH4KPGdrSBrFYbxekNDF8QQfSI/jOQcoWM6JF+RA7zpTK7mdxdNeTvqSV6pB/xEwJx8eg7q9VQ1sGRNWWMWhqFT6gr9pJi9C8916tfeOcpeEWhlAnggPF+zsGUQy6wxpDD3Sl/6f/0LQ5s2yrJPHGM/coCTqXzREHioLKIZeNTEdps2A/WweYKhCAXZLEeyGI8em2S1FsBqmA3Ilg7GD16Hl988SFFRSeIjT2tc5XJFSy9+y989M+/sv7dt7HOmY5j3xasO7bC8p6FRZsq1/Ny1nNMDZ/BlXOmUbavhX0rigiO92TY/Ai0bkpwVYL9jABILiCVdWD9KBfFuEBkyd4oZAr+lHgPCR5JPJ/5b3Jbs7kl+AbSv/mExvJiRi+/jpixUxAEoZuMqfP6SRJlGU0cXVuOT7grc+5OQXvSLrO0o4St1RvZUr0JbWktd+5wEFMLf7lJjtGyjqb9n+KQHPhp/IlwjSTSNYqgRaPoWL2TbZ/5Uukbz96AV1hVF8A/FsQxdZAv8B8qti0nThtJx5TLUHSU8eLWB/lUdOeGr1qYEuvL7RMiiPY5u0638OAe5AolYYN7anItRjvZ26sZOjcMpbq7dlySJO75PovSFiO1iXNgwwlCPNS8vDQZxRn1Ee5+WpKnhZC+phS5u4X6pioqK8upqqrEYbfhLnPBjgMEaMVIndCEe+Cic2plf6qA2z/anfridpqrDH0OHgCMQ27G88dLkI9/lGELLmXnh68QExfOvtJmFqf2vV7r5meotQWQ5jmFr65NxP8M7fuJtjxyFUe4KP8WKrxzCGmJY1Pcx5xoyyPes+f5mJOvQpO/Etc9T9Ax67XO188ssqwtyMFqNhGSNHRA18NitJO5pZKS9AbcfDU0lesBSP+pjNAUb8KSvfAMchnQrG7EsDEcXPEJmRt+wN03gNbaKlprKmmrrUTf1IAgCLj5BeIZFIp3aARhw8fx5IE2po5IYMmE7oWbn911BaOWXUv6j19SemQkkcOdjc60192IecM6zKtXMWHpxbylcGVT5QaWRPb8vV1g4Gyv3sK2mi28M+FDVOej4Pl34kIgfoFuSKXtCD6afn2pfy2yRC/sWyqRpoUinMWqDeBIZRsn6vW8sLh367SBMibCi8HB7ry/r4zH5vz2xUDnQlVOBkfXfIur9yLmuvwHmcMEJxUfLnnfkrRwMQGXx6JaW8Yhg52kauOAfKcVNYfQ5HyDsmwH9Zds4ok1xSwbEtzpwS4IAo5Eb+xp1dSIMP3mxHPys5bJBcIH+xCW6k3NiTZyd1az7uXjRAz1IWFSEG5nBLKGVgt7vy4kbnwAEUN8kEwmOv7xCOop01DPW9jnfuxBo2iMXoZH4UoUMhl2UWRl5EQUikYmB03rcz2xooO29QWkiVnUqFvBAXKpi15V6KAlVMR/eAjyqcFIjWbEojbEE6040moQvNSdQbkQ5IIgEzoLUIWsYzikQBRCNTI/cN3zBDJTE8OHjWffvjSiomKRdykO1Op0JF55Dyc+fZaogkTWjYBln32Ioq4K+VU3AmBxWHg95yW2VG3k3uQHmRu2AIDEKVpCk705vLqUDa9lMuSiMMKaTKCSgSg55/gBWYo3isnBOI41Yk+rRjhUj3x8ILJ4T6YFzyTCNYr3V/6N1R8/SEBMAov+9lw3X+0zM+Fmg4301aXUFrYzdG4Y0SP9aLI0sqZ4M1uqN1HYfoIp9nj+meaGz/7KTsnCcx/a2TrDzNLHtlJtrKJUX0JpRzEVjUc4YjqOb6Q7kdUr2GtZgkehL5cMKcWgbiK7JZII1yiqrM28Z64mbtDlDI93HtN12x5k4uRneLralys+TWduoj+3jI8gxKPvWpbs7ZuJGTulV8eX7O1V6LzURA7tbqfYarKxr6SZyjYTte1mdFgxomJEmGePwK69vY3KyjIqTOXUuJawarUVX18/QkPDSUkZil+BxE+5m5FOruYQRPYqiolInXdO09EegS6kfVGAT6iO1joT4y/rfcB6CnvgSOy+yWgyPyNkzEN4h0YyxXiMvSWBvQbiZpuDLzfv4M/lK/kh8TXemD6k14L4GPdBLPe6FqtDTUzDcNDZuTT2CmLcB/V+IIKMjqnP4vXdXMwJy/tstFWecZDgxMFndWQSRYmS9AYyN1ei81IzdF44OduqSZoaTOGBOoLiPWmq0JOfVoPOSz2goDxr8xpsZhMAe754B/eAYCKGjiZ61AQ8g0Jx9w9Cruz+PLzBq4F/rs9nweCwboW6g+cuI3HaXBRqDWmfvIndYnEWCetc0d1yO4a330A9czZLIpezqmwFiyKWIjufNQL/Q9SZank563luS7iTKLf+fw9/dC4E4hfohlj228lSTiGL9gBHBWJZB/IBZHY/O1TBvCT/s3Z9PBuCIHDnpChu/jqDq0eGEeVz7tOYvwXt9TXs/PA1FNrxTJnqguaEHuxQn+mGf2oHgt2E54/LsTseR9Ro8JDMbHvXzND4UpJSreDqh+jif/LPFxTO4Fe36+9oc74BhxlkKiq2vIrJeiV3TIrs3HdDWQcHtlUzVQkzp4egPsemMqcQBIHgeE+C4jxoKO0gd2cNG17NJDTFG42rkpAET7xDdez4KA+VVkHqTGdXVP0rL4Ak4frAX8+avZLNfhZT6nLkbSXY3SP5sfhNFvgvRinrKROR7CKO3TWUZuSyS5uHl78vl8+4lqqqcsQWC5LRjuCiQOalxuekdlgQBAQ/LTI/LYwNROqwIha14yhsw5HeABo5smh3ZLEetFpuQ7Q24tSGCMi8/XAZV4bb5ruZ7HaQbNs0srIyGDKkeyZ22rBB/Jy+HE3611QmBGM/VEXLO+/gc9m1VFtq+dfRRzHZTbw5/v0ewY2br4apN8RTnN5Aw6YKglQyHIsjcdEqkVotna4pAIoR/shTfXCkN2DfXIFwsA7bEB1FO79hcLmOijEaVvvsw89+EaNwBuKKmkPYG4tQ+MZiDxpJdX4rh34owdVHw6Tbokm37uHtg5s42pROuGskC9TjeSojBNmmbViHpfCXG+XUBmn4/GkD1zyqwyK2MrSjiHjPRKJlLuiyV6M+sRZj8jW8PXwp9TUf4iIdQBoxEc+jEVQWNfJp5JM0ulR2nvM7eW/w7oSPsZwMxmO2Pcir01/kyOjZvL27hOUfHWZJaiA3jQ3H94z7Q2tNJdUnchh9xS09vh/t9SaKDjYw5fo4JAFyazvYW9LM3pIWsmvb8dQqGRLijqO9njmqfDZY47lhzGgsZhNVVeVUVjr/2tvb8PDwJDQ0nHFjppK/Vs+kWYkExXniONpATVYeTUp95+BPRKRVMFK0u4wYrwBkAf3fgyRJoiqnhWMbKxEEqC/pwCvEBb+z3aMFAdPgm3Dd/U+MI+9m2MLLaHjj32QLCdgdCd2y+vl1ev6+LpcnzG/RHjyFaTMW97nZkkNN2PZ5oFDLSBgbRM6easxrfNmXV0zKzNBebTcdPomYht6G245HaL5iCyi6B9uSKFJ+7BDDFl7W7yk1lus5urYMQ4uF1FmhRI3w48SeWsZdFuMsdo5yo7nKwLB5CZj1NipzWqjIaj5rUD50/nJGDAvn42de5sZH/9ytjqUvpg3yZUVGNa/vKuap+adnAk4NZAeNn4ZCpWLP529jt1pImDIH9byFmH74HuNH7zP/rtv4rOBDDjUcYIz/uLPu7wLdcUgOnj32JEleySyNOHt90B8d4VyL5v4PITU0nN8OdAPB09OF1lbj2Rf8HZAcItY3s1AujEQWdX49xM/Ets6p81XO69/FpKBBz1WfHeHb60eeNXAe6LV9aHU2giDw3KJfl2E/H1hNRtY9/xhmgzvxU65n1OBKPFZfQcMRV5pPuOKT1IFXgp2OUc9iPBiN67g8lEIFleUKdueOxEtdywzfd3G3FiJIzhS6qPZAVLkh11cjdPGYNkpqDo9/n8Th05EkiYL99RzfWEHc+AASXeRIJR0or47rNSD+Jd/b5ioDuTurqcptxUcl4KVT0txhI+myWIITPDGv/xn9i//B871P+pSk9EVWSyb377+Dr6etwlfTXUYj1hkxryvhgCWXPLGCUaPHM3z4qH67gJ4NyeJALGlHLGxDLGrrKQlRylAui0HuZcJ9671kVhvZLEzh6utuR31Gs5Dj1e08+8H3XFS/iVHF1bS4aIira+FEqJyD147hlplPo1P2PSASm81YP8+nzEXJ8Uoj0fEiSQlFGBwxNJrDekgWRKONxh8P4VqtwiDvwGVOHNrEIL4q+oxPCz7k+kE3c3PVCTS531EKBIsa9sj+QUFtFG6jrBwIXMe+ht24Kd2ZETybWa5jCfgxDfOP36NITEZ36x0IKclsrFqHJImEfr+LymWTEQQZcwJn4Zb9BS4HX8Thm0j5yH/wl/0ySpqM/H2cL5Vf/JthCy8jcsR0jm2ooDyzCcHfwnqvzynxzCSyI4mrPG5jxkVOxxR1/krctj1Ix/QXscQv43B5K2/tLuVEg57LhgVzzagwPLVKjK3NHFzxCeXHDp227uzCtk/yabXaORYmZ39pC60mG6lB7oyP8mZ8lBdx/q6UNRn54fsvUds7sAtKPN1c0be34OKiIzQ0vPPPze30vTJrWxUl6Q3MmRKEtKcWYX44hfYKpIpSZHUlKDpySPcai63DwgLjcNzGRyAf5d9rvUdLjZGM9eU0VxoIS/GiOr+NkERPStIbCYh1Z9LVcf03f3JY8f5sHMYxf8acdCUbXn2SXbUi8265i4nRPoiSxFfpVby1u4S7o+q4u+rPtFyxtc/OtAUH6ji2voKwVG+ihvnSXLId76hp1BS0YWqzUpHVTGiyNykzQnDzPUPSZTPh/c0MzIOWYBzbXUrWUFrIhpce59Jn30Ht0lOuaNbbOL65krKMRqJH+JEyMxS1y8BziF2D8sbSjh5BuWvaY2hzv2VvXTDjA6oxJV42IN/6wgYDV3+eztuXDmFYH2405ccPs+ujVxk6/xJSZi3CduwobffegefHX/C6YRW1xmr+M/rlHuv9keOEPwJfFX7GytJv+GDSF3j34wbVG7/XtfXzc4NOYWR3LgTi/2X+yD8wsVKPbWURqjtTEQZgS/drcBS3Y/+5FNWfUvrd1z/X52GwOHhhSfJZtznQa1vcZODKT9P54IqhpAT9tgOO/pBEkR0fvEx9USUeIdcw67YkvDbfRs0nmZjqujxoBNAt/Dfy6EBUy05fB1OHlYOrSmipMjByUThh0SAz1iMz1qMuWosmbyWCeLr40CxosE7/N4boizm8upTq/FZGXxxNaJIXkt6G9f1slJfE9qrd/zXfW8PPpQj5rUiihEwuoBjiixBtpfXW63G970E088/dR/nJo/8A4LFhT3S+JokSjkP1NOwrZLsuF4cGZs+eT0DA+WuTDmDPbMSxtQocXe6dShmKGaHIk71BElEfeZsv9lcR6efGqGV/hjNaLT+0OhvP0s0ElOxDZZdRFlLGFUWBeOZXokgZjGb+QlTTZyJz6R6QSzYR21cnEHw1yOeGU/jpFxysDKDNOwuv5mRCXey4RUWhUtlQK+1I1gZOHN1CW0sDI4cMJ0qRiFjvh8K9EV1QOoflOTzmKGZG6URGkcurPu4syb0WhyCwMeUjmlzrmOI3julhixisTcDy7TeYv/saeXg4LrfegXLUmG4DN0XNoU5vdcFhwTXtH8hMzegnPMo25TQe33CCQX46npiXgK9ORemRfez+7C3m/vkJfMKiqC1sY+M3R1BbXCjyOUJoWwI5Q7fw7KKnOvdzZjAuSRK7i5t5e3cJ9rpS5goFyMsy6VrJmjr3YtQjLmJvSTMnMpsYWmFnlb+D1EHejI/yZkyEZ4+OiXl5OWzbtgFJkhAEgZSUIaSkDMXLy7vP2RuHXST3jSxiHCKqxVHIYz2cM1O534LdDDIFHYlX8W3rYMztBubph6Lx1KGcG4Hg5czom/U2MrdUUnq0kfBUH1JnhVJ+vKlTI158pIGMteUEDvJgzPJo5P24SLkcfg11wWpaLt9CQ2kh6178J8fdkrjqjrv46EA5eXV6Hp01iKXHbsDuPxj9lGcAEB12TO1tmNpbMbe3UXqsnIrjFfhHK5DLTZg62mgoPsGUm+7rlJS01hjJ2lpFTUErkcN8SZoa3M2JRlm+A4+1N9By6QYcPqelgek/fklzZTmz7nqk27GLDonCg/Vkb6vC3U/D8AUReAX/shm7U3QG5ZlNNJbpcdWacLMXEqdJI0m7mSprCvWOBKKuuBR76Pizbu/5rYVkVLXx2dXD++wgWp17nO3vvUjSjPkMnX8JHf/8G5JeT+u/HuDGtKv5ePKXhJ/RBfKPHCf83uS15nDPvtt5YsS/Get/7q5Djq8+Rn7lDWdf8DxzIRDvnQuB+BnYd9cg1hhQXTKwzmG/BskhYX0nC8XMUOTxvft+1rabWfLhId69dHCnprk3ThUyxQ0P5MSR2rMWMgE8sSGf6nYzb18y+Hcz/89Yu5KcbRtQ6q5g9h2jCc14CMOuo9Tvk+P1yB20PPkaAd++iTFLhnRcwrDpURRDktBecRXKYSMQBAFJlCjYX8fxTZVEDPVh6NxwlGo5ippDeP50JYLd1Lk/UaGlcspX7NqiRRIlxl8Ri7vf6Wli29oyECWUCyN7HOsv/d6KVXqsK4oQugStklzAkvspsjA3XB99/Jyvf6O5gSu2X8zLY94kxdvpOSy1WLCuKyW7rZCDQgGD4hKYNGk6qnOwQhsoYpUe2/dFTtvAUygElMtjO6UhAJUZm/h5Twa3e+9HNu+lzg6F4HTjeOnltxjVetr6TeftS2zKCLyq63DZlQYd7ainzkAzfyGKIcMQBAHbpgqkSj3Kq+NQVW/Hfd0tvGi/HYNMgdohY6KxCavkisnhSqOxjWZ9HnJFIAqX2SDzBMBFBklaCFYoaMRKga2afJmeKPMg3AQ57djJCnmdsYpcZpnacbFYaS5wpSnPFblOidf0CDSjUhHdQxFdQ3C4hSC6heKy/1m0ud86xToOK0gipiG30DbiXt482MTXR6q4bXwE144K6xa07Pv6A2pPZLPgr89QbC7lrt23sSD3ToLao2l2qeGnpNd5ecpr3YoBuwbjxuiFlKbvI3fnRpqryqhwH8QhXTLtrsFcn/8GH8Tdic0h4RAlhgS5Mb1CInCQB1OWRvfZGCwvL5utWzd0e83X159LL7263++r42gDth1VHNLbibsqjhBtfi+/Qxca5n7G9weKkCEwTzkKWZkJ2aQgivQ2cnbV4OGvZejccHzCei9o1zeb2fFxPh7+WsZdHtunn79gasLn09G0zvuYPx30IvDwV4TpS/khcBE+Mgu3DPVCXXcMW9FuWv3GY9IbMXW0YtGffDYKAkq1DrtNi1eIH15BvrQ31NJQfKLLTgRCEocQNngkoanDMbYpydxSSVO5npjR/iRODkLj6hzkuG26E7m+mtal34MgQ5IkfvjXfaTMXETcxNNdYBtKOzjycxlmvY3Bs8OIHOrTp0tU18Ffr7IShxVF8wkUDVnIG7NRNmYjb8zBbJZTaJ9GTsdkmuyRaIR2HKiY7fE8EdpM7IHDsQWNxhY8GlvgSCR1z6RNm8nGso8OccekKC7ux9GrrjCPbe88R+y4qQwbN4PWay7H7YlneEz5PcEuIdyX8lC35f8ocYIkSdSZawnQBP4hmuSY7EZu230DI/xGc2/yn895fdFooHnOtE5b0v8mFwLx3rkQiJ+B9csTyOI8UYw6t4Y5vxTblgrQ21Auie71/Zd3FJFd08EHVwztdzt1RW3s/rIQv3A3mmsMjD+pGeyP2nYzyz46xItLkhkbeW5TWwNBb7H36/BSfuwQOz96FY37cobOH8tww38w79pFzU4Vbv98EvW0mRg+eg+X62/B9lk+shh3CDVh+vYrLJs2II+KweWKq1BNnYGgUNBaY2T/iiJEUWLsJTF4h+jQ7fo7qpxvMdtFVHKBEv/72Jk3noAYd0YtjerhFCHWGLB9XYDq5iQE99MBrCRJmFRtaK0e53wzdmQ3Y91Ujuy0QgZJEnE0Z6O5fQGyUM9zsmEE+OTEB+yt3827Ez52HvfxJtp3lJDmmk+d2MLUqbMZNOi3LcZ1NtI56ctsF0EjR3VjIoLm9GcuSRJrfvwGt/Zcllu+Qz/tP1gGndbfPrDhR445XuG69UFsGdfMFap5UNFCY2khCpUKP99AfJrb8MzMxt3DG5fp1yAzROE6thCX+u9RVu5mk+0i9ikSOm/vHpKB1HBPakrbaakoYdTF1xAzdorzMK0iVpMdq9GOvsNK+tE6giv0pMrkmKQO1LiCJCDKHJjVW9kWGkPlrmIWH9+AQiXDNH00MeOD8HI0Iu+oRKavdv5rdtr2SYBVTMQuBaEQqlEpSymY+Sn3H3Ch0WDlqXkJvTaUsVutrHv+73iHRTL26ltZd2gLpi0eCOFtSAVeCAqJkYuiiRri1+37Z0//nKI173HMEAMKNXETZhI3cQZynQd3rszkWHU7o1sOcdBrFCPCPPj3gkSaslrJ3lbF3PtSUWl6/j4tFgs7d26huLgAh8OBvEuRp8Nh55JLrsLfP7DX74TjaAP2HdUoFkaSVdRO5fE6lie8h658PUKX7Lyo1KGf/BRtkQtYtepbXF3dGK0egVtWKy0SMCWYkJF+Z/2tGdss7Pz4BFoPJROuHNTj93wK1+0PIRjqebp4HJ4ndp4+XoWGwLAwPFozUAdEo4ydgtbdE62Hp/NfNw8qc80c31jNuMtiCEnsnjD57K4ruPq1L2koPkHF8UNUHE+no7EO38hYQlNHoPNKoDjdQUejmUHjAoifEIhaasH7q6kYxj2C0XMJ+uJq0la/x/R/PobWzQNTu5VjGyuoyGomdrQ/ydNDOi0ye+PUbIMkCAiShDnuYizxF58MunNQNGahaD4Boh2HZzR2vxTsvsnOP78U5K3FeP50JXuaL+OYcTFKjAiCROwgM4nh5Xi370JRm45gM2D3STwZmI/BFjQaSed8Tq7MqObdvWWsnQ9upso+BwSNZUVsefNZwoeOYrDBgXXbFk68cA9PZP2L76avxlV5Wvf/R4kTjjQe5sGD9/DC6NcY7nt27fxvxakBwecFH5PTmsU7Ez5GPUCXFNGgx7prB8aPP0Csqe58XXvDzehuvPW3OuQeXAjEe+dCIN4FyWjH+nYWymvikfmf346afSFW6rGtKEL1p+RuAQw4Mw0L3z/Ak/MSmRLr08cWnFPB6T+VUX68CYt+D+4BU5h+S2KP5hy98fKOIo5UtPHp1cP6zIz9EkqajFz6yWFWXD+SyF507a01Fax74R/ofKfgHTqei8I+Rdy9loptOnR334926eniE0dWE/ad1ahuOh3kiU2NmFatwPzD9wguLmiXX4Z64WJEpZZjG52WXglTg3ihsg7XpqOEOmpwsQ/Hv8OPobNDiZ/Yd3bD+tUJZKGuKCaf7jJ3uOEgfzl03y+6GduPN+HYXNHtNUl0ILgqwCiBWoYs2BUhRIcsVIcQ4ILQz1S71WHlsu1LuCXuT8z1vgj7pnLKqkrZpc7Dy8+HmTPnddPs/paIVQakVgvoFDj21oIEyuUxCF0CooaGelas+IIrh3kQe+wZzPEXo5/4BKJczby1l2OVVzL0hAcZcW1oHGH8PP9rHFYLdUV51OZnUZOfTUtVGb5qH6YGXkNd4Wpc9TvxmziEkkFDWZfX3umYAqBw2HGIIiiVREXGkDpkBCEhYZ2ftyRJbDnRyOu7ihGAe6ZEM9kE9i0VyLr4eIiSiNiUjaO9AkNqKgeDY9lZb+BYm4kAXxemDvJhSowvcf46BLsJ7bEPse7pwGSfzqkCVo1iOy/KJSpDF/OPOXF4aHsW1Z6itaaStc89ytjLb8JmHYRN3cquQ+uYNGoebScUNJS04xvhxvCF4RhbysnbsYGyjIP4+LoxUnmI4MV/wZ50aef2KltNLP3wEDLBaSrzw02j8FcrWf9KJskzQogd3TPZUFNTxebN61CrNcyceRF1dTV0fTwKAsTHJ3dzwjnFqSBcM86Ii3Ud8qLtrCx7kFCPUiZrXu0mERMVLrQt+gp70EiqiutZu2ElcrMrE5KmENVmhUZzvzOFXTHrbez8JB+FSsaka+J6DVrlTXl4fTOL3IUbmbeikbtL3ub1yNv54ebRDCr9HG3GezRflQbK7vf9U5rw3oJwgLytq0noUtgpSRJttZVUHE+n/PhhmsqKcPMLxCskhfamIBx2fxImhZDisR12VWAUL8LhcIAkohgcQLFWQc72ajyDXBi+IALPwL5rggSrHlXRWtx2PuKcfemCJCiw+yZh90vG7nsy8PZJBFXvspb2H19hx9FUkl23kq2fQXxkNVWOkTSW6wmO92TQGF+C3StR1RxEWXMQZfVBZKYG7B6R2ILGYA0axcG0n5ns2I9SLkNA6lNn3lJdwebXnyYwJoGktZvRXno5fwr6mQXhi7k0+srO5X7vOEFv6yC3JYfnMp+mydJIqEsYr4x9Cy9137Ks35JTAwK5IOftCR8S6953118AyWbDenA/lk0bsO7ehczNDV2CDh/3TErXu5NwdcuAawHOFxcC8d65EIh3wZHXgn17Farbk/9rPzRJkrC+n4M8wctpmdjF9eGj/eWsz63j2+tH9hkkW0129n5dSFu9CbvNgKHuTbQ+DyCTyxiz3Kl97o9Wo40lHx7k0dlxzIr/5Z37TiGKIjd9c4ziJiNGqwMvrZIoHxfeufS0/MVi1LPuub+j0oVhs0/j4rFb0B78nPKtXmivuAaXG5wOD2KVHrHJjGNPDfKRAb3OUkgmE+Z1azB99zVSWyumWQs4MHQG2eUCESUWzILEfrWdOJucELsMc4CKm+4Y0qeWEcCR24J9WyWqW5MRlDIyGo/w10P3Y5NsaOVaLom6gsHeQ0nySkEj79uLXZIkHEcacKTVgKca2ixIdhvYHeBnQXPjZCSzHbHagFRlQKw0INU5fxdCkAuyEFdkITqEYF23wHb1vi/ILknnSv8r8ctXckhbTK657LwUZP4aJLMd24oiUMhQLotGUJ0+5q1bN9De3sayiSl4bLoDZAoOjHuQ23OeRBDlCEhICEiCg4cTX2d29AgEUxPq4vWoC9diLc2gyf4iHYKRvQ0bae/Qg6c/+oBQEAQUOE7K1QUkQcaYhAT841LIy8umuLgAFxcdCQnJyH0ieftgPQUNBq4fE8aVI0JRK2RUHsrCfZcJNacDZVF0YFd2oA4IApPobHRkdU5riAK0yqDO4UAvB42nmiilAddaGdA12DaTmaBnxLwZA7qnFOzdzqGVnzLyxvtIO7AXs9mEr68fl156DR0NenZ/vo7min1IjgYiho8lccocfKMGoTnxfTfNOEBpk5HX04q5a0Ycb2w9wd2To2k92EhdQTuz7kjuVuQoiiKHDu3jyJGDDB48nLFjJ3TLhPeHYO2AHYcxZ7njpX0VF9lerGFTsETNpko+ke1fVjN3RBoRNe+cbCMpYU68jKbh/+jUgfsnqiky7CEqOoYpU2YiHm3EkVaDbJAnihkhPZIUZ2Ix2kn77ASiKDH5ujg0up4DHo/VV9CiDech4zXMMR9jo2YI943xZujaWegn/ANLYnfHkrMF4XD2Z5mxtZmKzHQqMtOpzc9CrtQiU0bj55LMWG0IcuH0b8QuSaSLAhFzwggf7Az2BKseeVsp8tYS579tJZ3/LzM1nJxjELrPNsg16Cc/hSXp8n6vWVfy0mrw01YS7FpKtT6SBlMoCZOCaKk2UHCgnvLjTbh6qYkdG0DkUB8UShnythKU1ScD8/KdyI113bbZdbB1Ju31NWx6/Wk8VS4M3nuIA89ex9fNa/h86ncU7K4/Z5nlr8Uu2inuKCS3NZvc1hzyWnMoN5ShlKmwizakLtdXp9AR7BJKqC705L9hhLiEEqILxVPl1evv/FzkLXbRTou1hRZLE03mJpqtTTSZG1lVuoJ2Wxu+aj++nf5jn/uxZ2Vi2bQey/YtYLOjmjIN9eyL0Pqb8Vp7HYJooyHTDb/Ujn4/o9+CC4F471wIxLtg21ju1AfP7d/FpCtn1eYNAMtn+dBoAoUMkJAl++CYHMTiDw5y58QoFqX2Pg2sbzaT9nkBCjXo61agbjfiqvSiw9ZCu9yOIBtO1MhhjFycjLyfYtAP9pWxPreeb68b0aNRx0BpNlpZn1PP6swaSppNPd730ylJDfYgOUCHLu1T5GYTVutiZo7OIzLvWUp3hKCaPgfd/Q85dcBbK52tyx2AKCEb7INyVliP7Va2mjhU3srh0mbYt4u52VsZ1FpJ+ZAJiAsvpz5fg6nejMNhwqrQMHJ5FMmD+x9wSA4J6wc52Ed78q7iC9ZWrEEmCFy8y8oPk9VEuEVRqS/HLtmJ80gg1WsIqd5DSPUagrvKmYkW9Rbs60qRas0IyQK4dOCoMdK0Zj0eg8JxfeTe3m+kNhGpzohYqXdmm6sNSDYRk6eDaq8WZK12glu8MEt27IKDnS55OHSy36Qg85cgmezYVhSCWo7y4miEk90I9foOvvjiI+bMmU9USBBuaX9HVriG7/wHIbSfni0oUgzC2JDCpZojDHVk4XANxjZoAe0N83E0qlBeE48oh62bfqa4tJgQQxvNrc3YTj4o3e0ioTaB+IZGZCfv61a5nGJvbwp9fWl3d8W7uY1BTY1EtLSgOLmMoAtBHX05si4FpQ65iHJ5LMrQ07MLks0BBjuSwY5ksGFsNVNR1UFLgxHPDjsxCAhdsuoOrKjmxKBI6XtGqyvV1ZVsXv0deoeIIJN1dmsMdnfDmp2OIIB/7Hiaa6Lw8Pdl5OIoPAKcWdwzCzhPcep+29FkZuPrWUy8ehCBsaflMe3tbWzevJb29nZmzpxLWFj3+19v9ziZoRZVyWbUJRuxlHjQZrsBt6g0GJqENWxyt8zy0bVl1Ba0M3eZGbWhFKsukpySUHJ3VXfTgTc1NfDDD9+RlJTCuHGTkZot2NeXIRnsKC8KRxbhhlilR2q1dktYnMJmdrD7ywIsBhtTro9H6969NkJVuhX3jbfTdN0hJI0nALrdT6CqTKPl0g0gOx0UDyQI73ptB4LVZKQ69xgVGUcIqPQm3CWh2z1AQkLh14BH4BaU+sIuwbaA6BqMwyMSh2cUDo+ozv8WjPV4rr2hh/7+lwRX/V1bs8FGyeEGCg/WY7eKRI3wJXZMAK4ni2vVud+h2vYIGk53LbWgwjL9WSyJl9Ib+uYGNr/2NJr6BoaHxPFwfCmXed6MrsaP2sI2fEJcaW80Mf7y2LPKLHujr+BXkiTqTLUng+5scttyKGjLxy7aiXSLJsEzkUTPZBLck3j2+JMUdRR0rhvhGsUdCfdQbaqkylBJpbGSKkMFNcZq7JK99yBdF0aTuYF/Hf07f0l9lCCXYJosjTRbmmm2NPX4a7O2nUxLCHiqPPFS+6AUFBR2FOCQHGjkGp4a8Vy3mVl7WSmWzRuwbNqAWF+Haux41LMvQjVhEoJKhfrEKlzTHkewtPUqEbMkXHLO1/eXcCEQ750LgfhJJEnC+l4OiklByJMGppc+U5v3S6Z5xCqnNKWb+4RcIC9SyxdVrTy1LBmVTgkaRTdnlcbyDvZ8WYjOqwFDwybipSQiXZKxSwIKQaKRfPY2H8Dc3oxc5UvE0CGEDxlC4KAkVGe4UBitDpZ8cJDbJ0b2W2xzJnaHyJ6SFn7OriWtuJkwTw2LUgIZEuzOTd8cO5X84p1LU2ky2Miq6cC0/yd8arMQ3K7E272R6+V/o3BXLFLiEPyffAaFUtF7IeBJa7wWTyWHy1s5VN7KofIWqtsthHtpGRXuyehwT4aFeuBamIvpmy+w7knDljqMLf7LUNs8aHE3MneGD8EeZ+8oWnW0BKocvBf4EXbJRp25lhc+dPDvS2TECIFcE3AJzQ0lNDeWoW+uwd7WjNZox9OixEsdg3vq9UjmFkyHP0CytIJCSZ2nOzumTWPqtu1Ezl/UTZsnSiK1phrKOkop1RdTqi+hrKOUSn05QQYfRlpTmKQfTnR7MNWyZtarMpBJAjFSAJMXzkMTefYp/P8WktGO7btC0ClQLonu/N7u37+boqITXH75dcjlclz2P4dL+mvd7soSYNf6c9h9Fu83D2G3MZS7/L1ZUmdHeWUcDk8ZGzasobW1hQULluLj48fBpx4mr7ascxvxKjeGzHbKBWwOkX0lLewubiLQXcOEQZ60SiYKO9oRkYh2dSfOzQNftQYx3YBMGYFeMOMqacClFe3dFw34vA2lbThWlaDu8rWVANm4AJTj+s+E1dRUcejQPiory4mNiaMkLwu7oktWV5JQKZUMGz6alNRhYJeTsb6cyuwWEiYHkTg5CLlC1mswfup+u+erAkSHxKRrTk9p5+fnsHPnVkJDw5g2bTZabXcpRLd7nChi801CkBwo649h94ikXXsbxvIUFAsikQ/q/TtotzpY88IxAmPcCUvx5sjP5dhtDkYuiiQstfs0f21tNatXr2TkyDGMGDEGySHh2F+L42AdeGug1XJShuRMWChnhPbY156vC9E3WZh6Qzw6ry7yPEnE68spmJOvwjTsdmRtZXh/NZW2+Z9gC5/SudhAg/Cu13YgSBYHjmONTj9+uw3R4kAmdK2nsCOTm5DQoApqRhGvgIgwHO7hnX0RekO36+9ocr/rNttgmPzkgI7pFJ2JD/q+tgCiQ6Qqt5WC/XU0lesJivdk0NgAAtV5uP10JWrJfPp8gI7Um7FM+mc36ZjFaKe1xkhLjYHG0jrK0j9AFDUo3RdhcjORFDMIU7uV+mJnbBIx1IfESUG4n6Nc9JSU48kR/0EtU5Pb5sx257fm0GJtwVfjR6JHMomeSSR6JhPnEY9Wcfr7n9+ay5/23oRadvo7ZBEtvD3+wx4dVB2Sg3pTHVWGSqqMFd2C9GpDFY5TnekAlaDCR+uLj9oXb7U3XmoffNQ+eKt98FZ7433qdZUXcpkCSZK4bc/1FLYXdEr4Yt3jeDv+eazbNmPZvAF7fh6K1CGoZ1+EetoMZB6eACgrdqHb+zTy9grMgxajzV95XgZtv5QLgXjvXAjETyI2mbF9kueUpfQyrXkmvTtynPuX2pHdjH1rJdjEbq93IKGVCSi6vqwQQKPABrS2GhGFJgzGerx8/fCy+NJ1SlzAjGqmgibvQA5+n0ZzRR4ClTisJrzDowmKSyYwPgX/6HgUKhXfHqni00MVrLpxFBpl7wVPpyhuMrAmq451OXVY7CKz4v1YmBJIapAbgiB0TolfPzqcTw6Wc/fkaCK9XSg5vIc9X7xD6OAbMTbIuUR1C1m7YqhU+fLXEdej1KhJDHRliVzN5HIz8i7nbpXBJy4OPtMb8NWpGBXu2fkX6N77Q8pRUU7pv9/huNtMQqrTqAqeRErOh3i1FvS6fFcElSu6Of/BtP8NHA253d5r14A2MhYX70Bk7u4Ibu4I7u60qOxY9V4EdQxit8tuPnb/FrW3H4MCh5LiPYTaHZXYOiwoXJQEJoTSbG6k2dREq7mVdmsbokNEI9PgofTEXe6Bm9wNF7kLLjIX5Mixt5mxNuppFDpwIOIqaVhsH4nrrNgBZ1z/W0gGmzMYd1ehXByFoJBhtVr44osPGT16PCkpQ1HnrcB1x9+cHVRPIso16Kc8gyXxUkRJIjunkciNVbwhmEnXmpmmOIGnTsOSRRej03V30/jsris6/bK76sAB7pkczYw4386gz+FwUFZWTG5uFmVlJXh6epOYmIKrTcWmQ5tZOGEh4UP712D2Rsu6UoTclpMKcZD7a1G1WBECXVBMD0Hm2z2Y6BqAJyQkM2LEGCwWMytWfAni6Yc3MjnDh4+muLgAvV5PUlIqQ4YMR18jcWRNGQqVjJFLovANd+0WjDvcw3GzVVNYH8y2NQJz7krG3U/bWZBZUlLIxInTSEpKRQAEczPyjipkHZUoq/ejzfwMQbKf/lyRYUq+EvPgG7GWemHf6SzMlHfJsPdG3u5ajm+sQJCBTC5j/OUxBMV59rpsRUUZP//8A5MmTSMlZQgA9uONODZXdl/w5OD8zOytwy6y/7simqsMTL0hoZuftybzE1wOvYJh7MOoT/yIIJfTtvDLzvfPJQiHgT3LJKMdx9EGHEcbQKtAMSoArXw77RubcIijkSQrgqBCLjuA+0U+mNSzEY81IZa0IwS5IB/sgyzeq1+LW0XNYeRtJb9oZlasclr2dusL0Me17cqZshVXsYhEx2eEqo9Ra03imG0cE7WrKdItwhx2FW0NNlprjBjbrChUMjwCXfAKckHnKZKz8ikEm5n3Zpbx9KD3KF9jIXlyMJk7qnDz09BSaSA40YvEyUFn7Xpssps40niY5zOfITobMuLaUMs0JHomkXAy6E7wTMJP0//MqF20d/YFOIUgyJgTMg+FbOAe7ocaDvCP9IexiJZes9ln49SAILrencmHvWh3ayey1sTgCjOugWFoZs9BPXMO8uCQznXkjTm47nsaZeVeTKnXYxx5D5LGq3PQJggC0i8ctP0aLgTivXMhED+JPb0eMbsF1bUDc5pQ563AbcfDCI7TU3GSTIlh9IOYRtw54P32lv11yAUeFIw8d/sodHIZmB1IZjuSyU75wTpqjh1FIdXg5RVIqK8nqmYjdkcYcDqAFjChjT2BY9G1SEBxeiNHfy7FP8qCZ0AT9UU51BflI4oi/tFx+A1K5tV8geljhzK46XCPNt96i51N+Q2syaolq6aDEWEeLEoJZNogX7RnCdwBmipK2PDS48SOW05FdgDLPB+kIzsAUXDB/dW3MMjU5NR2UJ/fxOB8PQE259TcKcxIHBzuSezgACK9tQPW8Oel1eAVpEV+w2wcH26gudpIwoSAHstJksSmqvW8m/cmka5R3J/yEEH7FYhGG1uHZyFJImOu+w/7v/xbrzdjSW/Dtr4MqcGMcm44sih3qvSVHCrYT1lZCY56G2qbM7MiIWFQGpGr5KgVarRKLS4qF3RKVzRKLXK5HJlMdvJfOXK586+9uRFHQQclsnpEQUIhyZliS0QzL5TI+LN7zP+3kfQ2bN8WIHhrUCyKRJDLyMzM4NChfVx99Y24NB3vdzDb1S+8MlXGhg0/0YQ7azvCGBzqzcKUAGbE+XV+//Y/8TBj//EsObUdvLS9iBMNem4YE96pA+8Lg8FAfn4OubmZtLY63U9cXHQsXLgMHx/fc6oXKW0ysnpzEUtCvfmxspnFs2OIUCqw76xGLGhFPswP+bhAaptrewTgHiezWA6Hg/z8bCQJ9n39PuOuuKWzSFImk1FaWkxGxmFqaqqIiYkjJXkYdRl2ig7VEzPan9SZobiW/oDblvuxSKnYCCWtdSEafz1DLp9AXWkuGw7lopE5WBTUgL+1AllHJXJ9FYLd7JRC6PyRFFrk7RWdTbLg9FS20TS10x3lbEH4KfZ9V0RFZjNJU4NJmRHS77JFRQVs2vQzM2ZcRFxc4smERUWPWbJO3/ozEB0iB1eVUF/czuTr4juLHnXbH0ab8wXIFCDascQuomPOW8C5B+HQ/7NM6rDiONyA43gTgpcK+egAZHFOhyRFzSFKvvwKf8FAk0mHj9ZAneRK9FVXdgbSUpsFR2YzjswmcEjIk7yQDfFF5tMz8SBJEh0dHbi5uZ31+yqJElKTGanGiFhjQCztAL2t+0JyAfmMEBSpvme9BhaDjeLDDeTursFmduDqZkHfoUaulCHaJFSyDtwUVdiikkgcHIlXkAuuPhpkXep0TBVlbHn8fpq9NJiHzmDp+Eu6acQDYz3ITauhMqsZ/xh3EicH4Rfp1hlQVhjKONCwn4P1+zjekoEcOaLNxpUbQ/lqQS1PjfwPI31Hn/Vczjdds9mniHWP490JHw/4vtLR2sRPLz6Co+V0rOactwCtuye+kbH4RsTgGxmLn7cLXsdfR53/PZbYhRjG/hXRPbzb9hQ1h3GzVdGhDPmvZcJPcSEQ750LgfhJbKuKEHy13Zwy+kIwt+C28U9k5/nirywkVJ1FpSWFevsghut+wBY4EnPiZVhiFyKpevfA7bbvrjZwSGxVihQle3D35NOWhg67yM6PN1OVtRq1xs7kwVqSDJtA5YLe9WLai2eAXI0eM65oECQJL9WrqALrMQ29DUvMfNoabez7tghJgnGXxeDmq6KxtICak84UDaUFWFGgEq2MWn4dAXHJFNlcWZNdx7aCRjy1ShYkB7AgOYBQz4FPE5o62lj33N8JGDSYxrLBjFJ/ikdlG7ZGCx5vvo/My8tZlJlW7cwCpfqQUdbKoFYbBszo0JDjrWTsdSn9Fln2h+Gj9/q0aaoyVPJS1n840ZbHrQl3Mj9sETJBhlhvwvZ5vtOtxVPdZxMEsbQd27pyBF8NpsleVDRWUFZWQmVlOQAhIWHU1FdhNZ12NnDxdOX6K289pyDP5rDx9Yfv02E7Hbi6KV244qabUcrPPovzeyC1W7F+V4jMT4tiQSQiIt988ykxMXGMHTux3wzNKb/wsvGwdccmUlOHMn78ZMqaTazJrmVtTj0mq4NZ8X6MCPPgH+vzmRrrQ1pRE/OSArhjYmSPlu/9UVFRxtq1PzhdLE7i6upGeHgkERFRhIZG/CpPdrG8g8rNmRwxn6BaaCY+PomRI8d2BuC9kbF2ZY9B8Snq6mrIyDhMUVEBQUEhRIckU71fxGGVGD3RSvCBTRjtMxAlGQ6UaOUbyVEdJo3RjFaXMNmvHcE9+KQPeiiiWzAO1xBE1yCQq/qc9WuM/xrrUcU5BeH1xe3s+7aImNH+FB2s72zJ3h+5uVns2LGZuXMXE6707ylXA+TjApD3IfsRRedsQWV2M5OvjcNfntvnwC+3POycg3Do/VkmtlhwHKpDzG5BCNAiHxuALMq9xzEOVFIiOSTEojYcxxqRyvUIITrkQ3yRDfLodFcqz8hjzZ61vc7kSB1WxBojUq0z8JbqTGATEbzVCEEuCBoFjozG7vJIAI3cOXAc4jOgWWLRIbHvuyKqclrwi3QjfmIgnkEuOCQ91jV3Ediazou6Bxk9bRljInoWNbZ/9C679m2mzEtg6QPP0p6d1c2RBqC9wUj2tkLKj1cid++gxecEZbbj2A1G/Bye+Djc0JgFzC2tyLqcTkOowD33f4xSPfD7wfngXOQtZyJJEoV7tnF45ae4tutJLa9jV0I4844Vobn+Jli6jMbSQudfST7N5UXYHSLeOvAZNBifhNH4RsbiGRSG7AyXowudNf9YXAjEAckuYn0zE+WSaGQRbj3flySsJgfGNivWvH04MtbSLoug3hpNXbsfLrJWrJILU4Ycw3fGAjR5K9DkfYfM0oYlZj7mxMuwBY/tppM7k1M2cPlWKzftKOCnW0bjdzKIaK6qYetb72JqKyA5WM40t50IkRMxRCyj/XADpu9XoI5fSH1IPOs12cw1pRBkApnOH01oIV5tT4JKi2nIzegHXcaRzU2UHWti6NxwYkad9uo9/OPX5Gz5qdtxGeQuOPyjiRs8lDHjRuHhe27+6qLDzubXn0aSQK2cgaY1l8H6PVjyG/B4631kbn7Y99UiZjYhi/VAPjEImbeGylYTz328nXhVLvnWRP5yw7RzCv4HgkO0s7L0Oz458T4jfEdxb8pDPaYrrd8WIPPXIp8agkxmQxSVp23wHBLWtEoqM05QFWKmwlpPa2szXl7ehIdHERERRXBwCI2NDaxY+SUO4XSAJ5fkXLL8qnMqsKyvr2XFii+d1nEntQ8Oh6NfX+c/AlKbBeu3hciCdCjmR1BSWsTmzWu56qobcXV16zVD48htxraxnKzhBg5lH2TSpOmdMoVT2EWJvcVNPLW5gBajM6OnlAvE+7vy0RVDz2mQI0kS3333OY2NDZ2veXv7MnToCCoqSikvL8NmsxIUFNL52Xp7+wx4H10lKHG+0QypC8TDzwfF9NBfbZXa3t7GsWNHyMnJxNXVFX91DK65WoZqlQgC6DEjCRI7FNnolQZmTF9AWFzMgI79zGCx1ftvGCuHnVMQDqcbjvlHu1Nf3D5gJ4yMjHT279/NokXL8MvldMJCksDfBepNCKE6lDNCEXqxa5UkiWMbKihOb2D6pCpi8h9EsBlpww0POpCUOtIDXuXwUd9zDsLFKj1aK5hUArIQHWKDCceBOsQTrQjhbijGBCCE6vq9zucqKRFbLIjHm3BkNQEgT/GmtaWVnyu3Y8CCJzqWhcxEEeLmzHjXGp3ZbhcFskAXpxtTkA4hQNvNiaZ7MghkiV7IAl1wHG1AarIgi/dEPtwPWT92iv0OtiQJDryGd/pLvO64mDT/a/nTpOhuTeoki5nGqy9jfZgS1G7QYSZm7FTM7a2Y2lvRtzVh1Xd0Not1yBUocEdQueAZ7EtAWBAaUcLYWEFOwWbCmkSq3UORCR1YBRfUCi2Rw8cRPWoiAYOS/ivuUr9U3tLeUMu+t56nqa6KhDYziZdfj2buAvZdPp/xKzeeXtBhRZv1GS6HX8Wu8aNy0O3UWLxpKHMG6G111SiUKrzDopwZ88hYfCNjqTiyu8cg57/BhUC8d/5nA/GuD4bGfbXo9tWiXxKNscOGsdWCoc2KsdWKsdWCsc2K/aRtmYusBRcPJZqgUFy81HSU11FTAQolIMgIH+JDzEg/vAI1KCvT0OR+i7p4I6JrEObESzHHX4Lo1nfW/d5VmfjqVDw2Jx6HzcrRFR+TszcNjcqHxdHH8R4xG33gXIzrdmFevQpZYCDaq6+HCRP55quPMVis+LhoWWC2Y0vLQTv0GgRvF1yT8nArfh3B3Io5+UryFJdzaGMbgbEejFwSiVIj557vs8iv13N1zmu8E3MH0TqRvw2W0VaST21+Fh2Ndbj5BhAYn0JQfDKBccloXPvPah347mMqjh8mcdjFFB2HKbKfsO/Pwv2VdxEadTgONyD4aVBMCUYWcnr2oKiunTU/fI7SYcYmUzN15gJSo0MHbKl2NgrbT/DC8WdpMNdxd/KfmRI4rdcHpqOgFfuGcurnu/HT+lUsXnwJ7u4elOUXUHo0j2pbI8gFQsPCiYiIIjw8Cnf37gFKbnM2z29+GqVwOqtkk2w8NOtREr0HLinpKlk4RX++zn8kpNaTwXiYK/I5Yfy4+js8PDyZMcNZDNn1niA2m7F8kcfe4HKKmsu46KKFhIdH9rpdhyjxzOYTrMmq69RlL0wJ4G+z4s5p9uT0IKf35jWiKFJfX0tZWQnl5SXU19f1mS3vKhOora3uVYIi6W3Y06oRc1uQDfFFMSHwrBZ9/SGZ7JgKGsnOPkZWcwGiJJJkD8VL0rFVlYVckhEiejPZkYBGVINK5rRL9dEg+GqQnfxvXJU9fgfC8cNQ34jd7Ie94Nwy4eeDAwf2cPz4EZYsuRRvi46OumbcAryRh7oitVuxb6tELOtAPiYA+Uj/Hh78kiSRva2a/N3VzPV8Foeims9YzrWsRG8ezp726xl3eew5BeGnihsFQUBySKBTQLsN2SAPpwSln4D11yJJEg21tRQfyaGkvIhmsaNzYA6glOT4Kbzw9fTFLzAAv+gQPEP8z3qPcFTqu13bU/uSqgw4jjQgFrYhBLog/3/t3Xl4XGd96PHvWWYf7bs3Sd6O7diOlziJnYUACSEJgRSSsNOylgLtBR7oCvd2fe6lLfRCe1ugLbm3JaUhkAYCJHFCEuI4Jokdy7a8HFu2LMmSrH2bfc5y/zijzZZt2ZY1kvP7PM95ZuZIOn7n9Ttzfuc9v/d9N1agrixCOWOGrelcbPnadhB9+jMc1lfx4f6PsbZ+MZ++qQ6j0vv30s8/y2vf+QYnysfbV7Ymilk9SJfaT1npAtYs3MyWqi2sGoyQPHyC42aWltRCfOlhalu3s0BtI+kmCHX0cbSqhJVdA2SDfvr9Op01FZwO+ggEgtSt38LSt7yd0kV1c2LFTADHtml8+F848MoLlMVTXHfTHZR96KMooRB652vE//1hIh/+EFb1ZgJNTxD59dfASpG44UukVj3gpVxNkEkm6Gs94fWatxyn92QTyeFBgLHxNLNJAvGpvSEDcdd1ObqriwPbT6HqCisVKNQUXk05hIv8hIsDhIv9hIv8RIr9FCb2UXXwawSLwyTv+BvsUu/W38QegKZXu1m5tYq+thidx4YoXRhh2ZYKFq8txecMEzj6OMEjP0TvaSS7+FZSqx8kXX/n2Gh4vfM1ek8d4Q93pPnDD91PcO8P2Ln9JZLZMAvKDW6/fyXZgnUkH3mE1C+eQF++gtCHP0r62g0cONBAY2MDljU+qGrlytVsNdbg/vvDKN2l6ItvQFsXJVx/lMi+b6P3NtKz6IM8e/LdZDI61z+wlG8f7uCJxi62DLzGayVbzgpoYv09dJqNnDYP0mk2khoZomRhrReUG2upWr4aX2A8f/G57/wNnUcOcPM9D/Lar8q4Pvw84eeepvDz38Rt1VECGtotNajLx1erTKdTHDy4n717XyOVGh+BD6CqKiUlZZSXV1BRUUl5ubcFLnC7cWJglHUy/FvTQzxy4mHuWPh2Pr3qd8emHJzq7xLxOH3f38fzyn5iVgJVVXEchyI3wpJoDXU3r2Nh/ZLzXiDM1KCf+c7pT5H9YRNqXSF9G3Qee+w/efDBD1FeXjn2neBmHWIPH+SX9l6G9NTYzCjnM7pwzegsPf/18S0XfffkYi9yEok4ra0naW1tPqu3PBAI8sIL26moqKS3t+esHPBJdXIqhvXcKdyYhX5LDera6S0W4roublcSp3kYp3kY93TC6/WsK8StjdDUe4K9DbsZVLzv2Ygb4L3W9fgfXINa6MftS+H0prxc4dxGxjkrk/zAxwAAJxpJREFUQHfaYrgtI+AAjotSX4D/3csuqm4vl+u67NjxPMeOHWHbtlt47rntvOtdD7Bo0Xjuq900hPXcKRSfin77YtTF4xf1tm2RSqU4/HIbR3a1kilpIKlqhGyXYP913Hz/Wpasnf4aCqODG13LGU8FVBS0u5agr575FYq992DT0dFGc/NxmpuPE4/HvPYWrOHI8YNj/88ABW6IlXUG/WqM3t5uRkaG0XWdsrIKyssrx747y8rK0fXx75+2thZ++tMfnVW3o9zhDHZDr5ezrilo15ajrZ9e2spE6vApCp/6FHZyiK8V/An/72SUt66s4Le31bKkJMTA5z7J824jcbWe/3d3G3dEt3JLbDFGr59A8ymsY0ex21pBUdDq6tFXGNhLDY5a9bS26DgKtGGxx2/xrZ9+gS+++5us9gf48n2VWPsbSOzdw6mjjbS5GfqiIQo0P7VLlrPsTXdQuHELip6f7+SeV19m1/e/TSKTYsPCZaz47JfQSr1B+GOzF6GguDaOP4pipUhu+gyJaz8Jvuld+DX8/FH2P/nY2Ov1d73nnKlvV4IE4lN7QwXiju1y6mA/5s7TDHUlKagIMnQ6ydsqAwQ2VxK8sWrSUuNKaoDoi18hcOIp4td/keSG3550xXmuHoD4YJoTu3to3tOLbTnUbihj2XWVFFWF0HoOEjzyCMGj/wWuQ3rFfSipfgInnyVjO4ykdV7sXkpLrBgteANrtt3KmvWFpB7+N9LPPYPv2o2EPvxbDC6pZd++PTQ1mZSXV5JMJhgZGR4r22jwsHbtBtYVlaD+x9Po0etRQhq++wwCwZOEG76DduI5dvKHHOrZyOKbqnnowNPUaV00O9V89WMfPGdAM7qCXGcuKO86dggrk6GifjnVK9dSUFbBzu9/m5vfeS/HdhVQ7htg2f5dhG75BCgB9G3VqOvKUHKLigwPD7F/v3d7PRSKkLXSJBPjuZyBwiDG9WsgBqmhJIN9A/T19WLbFoWFRZNOMBUVlYTD47eER08w19y2ge/1/jO2Y/HFdX/AhpKNjIyMEIuNMDIyPLaNvo7FRsbzhXM9TqqrcGt2Dcatm9A2XXgJbjGZ05ci+0gT6vIinnP3kU6neOc77x/7Tuj7+WGeankRX1mEe95x31kzo0zlXLP0zJaJveUtLSfo6ekGIBAIcv/9H6C4+Pw9ra7j4uzrxdp5GqU04KWrVIfPmtfZTVo4J0dwTg57A+ySFsqCCGp9IWpdAUrl5EHMR37wa17o24WtOOiuym3l2zDed8PUZXBdiGUnBehOZxz60pN/cRqzaVwJruvy7LNP0tTkDTAvKipm69ZbSKfTpFIp0ukUqUSCZMcgqcE46aBDWrdJZ1KTOigUvLEIY6PdctUVCoUpKCikoKCQaLQg97xgbF8gEATHxWkZwX61C7c9Qbvaz5P+vdyd2cgCrfycA0cvVSaTpqWlmebm47S0NOM4NkuW1FFfv5za2npCoTCnG5v58QuPoU2au97hPbe9m+q19QCkUil6e7vp7e2mp6eb3t4eBga81JaSktJch0YFjY37GR4epLy8kgcf/NA5v9vcrINzZGDKtJXzzUU+iZUi+uJXCB77Cebmv+Av29ayq7mfd6yt5s3BBpZ/5W85XllCWWKQshEXQiG05SvILFlGb3UtrWWLMYMVtMQs2gaStA+lsByXQp/GVgKs6HMIOqBnOkn7q9gesTE2lfPO9QtYUxVFURSc/j6GX9lF86sv0trVxpAKpYk0iwtKqV1/HZFN16OvWYMSCJ53jNHlynZ2sufv/yfHhrpZ5I9yw6e/SNhYM/bzqcZquIrO0F3/Qrb+9mn9G67rkrYc/u67+2iyMrzp2DfZYXye5Zqf3/+di0vjuxwSiE/tDRGIZ9M2zXt6OLqri2zKZtn1lZTUhHn9iRZWbixn6cE+Rt66iPIN4yPE/SeepOCFP8IuWMTIW78x1gt+MRzboePIIMdf66HrxDDlS6Is21LJojUlaGoWf/MzhBq+i6/rdSxH5cetazmdKqA4GCYeeD8br6+kapc3H7b/plsIfvAjdBYU0NCwm1OnWlm6dDkbNlyHpmk8+qiXg+zioqKiuirbtr2J48eP0tPTxapV13CN6yPyXDta0Srcoj4CH3oTvkwHoYZ/pnPvcbYP/B6lWgt3lX+dnsxCThX+Bqs//rFpvlebvtYTdJqNHHv5OULxwNjiQoHgcrZSgVZWj35DjXf7OLdSZHf3aRoadtPUdJRgaZjB6kGOxA+z/uS6s3KqdyzcQY/fy+ENaiFK/aVUuzWUZcuIpqL4Ez6cERsn6+AL+CkrL6eqoppDZiOZZJq0miZYFqJCqSQei5FIxAHQdd+kE280Wjj2OhxTeXL7E/QrsbGylDkFPPAbHxi7fSsujtOTJPvDJmL1Pn7Y8hR33/0u6uoWcurl4zy15xlqFi3ijnvuxeebmwNQz6etrYVf/OJxLMtC133cc899U/YuTsVNWF66ysF+KA3AUG5wr+NCUIekNdbrrdYXotZGz5nO4rou//a9h4ilBsb2RYMlfORjH532SXfKqVXPM1PJldbaepKf/eyxsUWOgsEgkUiUQCBIMBgiGAwSCAQJWBq+4wn8CYXw+mrCqysJBkMEAgEee+w/J40DKCsr561vfXvu4nv0Anx47PnYd4SiEXWCRAkSDRcQiakcUdqJK2mK3DB3uhspeKdBoLb4oscmTJztJBYbyfV6N9He3ualUNQtpb5+OYsXL0HXJ38mbNvm0OMv4XTEx/apCyKsue/m86aiWFaWvr6+seC8vb2NwcHxHPFFi2pZunQ5VVU1lJWVT3msM9NWCOmQtkE9/1zkEwUPPkz0xa+SXPcRdtV+jm/tbGPjni/z3l+Pdyo9uSHK49f+FR0jFpbjEvFrLC4OsbgkxOLiYO7Re10S8lKrnKf/mFdeXURbZgs6SSxCWBp0KjapiEb90iJu2lTF4sUFqLkUm4ETxzi+/QlOHt1PMpOmciTBgsE4CxYswexpZ9NHP4e+0kCrq0eZge8mJxGn9bv/wJ5Dr+H6/Fz/jgdZctd9ACiZGL6OV/Cdegl/08/Q452T/jZBkF/VfYndxW8nmbVJZHJb1h57PbY/a5PM2NgOrMyq3Jnwczqzk8rATfReE+ELD6y55EkQLpYE4lO7qgPxxHCGY7u6OLG7B39QY8W2auo3leMLaGO92WUpi8wL7bSsLWPVrQsu2As+lelcLY/0pTixu4eTr/fiuC4LV2kUVcbJHn+GwSO76ExESNp+lpbU08OdbBj4KQWNLxN4yx343/8hTlgZGhr2MDQ0yKpV11BtLKDNafWW4x04RKY9xcR2XBGqxDDWsL5sAyXJEhobGjh1qpVly1awrh9KmotwszHUDT4C974Vf+tzdD/2r/xy4PcABxeVGt8hKooGiUQdIuEskYhNJAq+SBDXF8b1RXJbGNcXHXtu/6yBTN9Sso6Kqvi8zqfIAMEP34IS9eG6Lubxw7zy+k5iPcMMFA2wN7wXtUhjY9lmNpRs4vm9z9Cf6pv0fv7i7r8mTZr+CauS9aX7GEj30Z/upy/dy0Cqn0Q8jhpTKcoUUZmspCxdllsE2mXZ0pUsWLBoUuAdCATPefLs3HWUx/Y8cVaP07s330vN1ou/OBMepztB9tHjvFraQnOqg5HECKqrsG7RGm56153z8k7DVAM+L9S7OJUp58xWFbQ7vAB4OseamPM+mrIzMed9Os63sFY+esQvpm5d18XZ34e1o8ObDev2RfQ6Q9787K6Kqio4jguKc1aduLaD0zKCc3SQbNMAcTdFYoFGrBziwSyx+AjdJ07Rlxo8K6RQVTV3YRAcuzDwLgLO3Oft7+/v49lnn2TVqmvo7++lu7uL4uIS6uuXUV/vBcLTGVQ4Otj/gj3R06zbQMC7yBkY6ENVNSoqKqmqqqGqqpqqqhoKCibPAmMfHcT6+Ulcxx1P11EVtK3VaKtKoMh/znard+31UlUKl/DrG77AZ/f+Pq6r8+jXUjzwB0EUxeJ91V/jhur1k4LtM94E6kg7+sBRfCd/Sf/re3l64IusDT9NY+JO3lT0XdzF19FuX8PxngiDA36Clg9HAX+pn4VLCihdGKGkJkxhZYjB9uOceOVFju/aAXYWW4WaIVC1Cpae3kfhgkX4V6xCX7HSC86Xr0ANn7venfYYyZ4koYowSlWAkf96lNd/9ihtUT8rjPVs+vhnUXsPkD3+IqGOnZQON5JWghzQ1nEsW8p73GcIKeNTTCYI8JdFf0lbZB1hv0bIpxH2a4R9GmGfStBWCCRstJiNMmJhD2bIDGSwMw5FGhSqCr/WLR74zLUzPgnC+VyVgbhhGArwFeDTeJNIfxv4c9M0nfP+4birMhAfPJ3A3Hma1v39lNSEMW6uZuHqElTt7P//7JMtoCr47lwy7V5wN5HAajmJ3XwC6+QJUj/4PoF770ONRCAUQgmFUXKPbjDIcDpJZ38fp/t6GOrrJt3fBVYKlDCuv5SwM0AyO96jUZqp5M0LNZSPfI7D/T007NuD5WRRFmqcLDrJoXgjw9lhqkLVuaV4V/NE2+O0J8ZP3qWBMmojdRweOkjWybKi0GCtvpbCjgKGOgapXVjLuvYAVYkasr2vELk+SUXfd3m1/z72xB9gkX8vZb52hoJrGbHKiCf9pDJeLrZfSxP1DxPVB4jqvRSo3RTQSZQYAbeOpP1eFGW8B8VxLHxvs9lfo7K78RViJ4bRMhrthe2E66Ncu3ATm8qvY0mkFkVRLmvKp1GWY9Gf7ufxHz1CdvjSpw3Mtg1x6PGdZ618uua+m/Etvvhll8U453SCkR808rBvBy5eHvMHVr8T/+3T60Geay404HO6ZqInemLOeyjkJ5nMXNLA3rNm01hbiu8t5+/lvBIutW7deBbrhQ6cowOwqZyd/c1E/Aphv0YiYxPLutx27zZUlLHg22kaAhfUZUWoK4u9tJ8JA0DPNcPO29/+jsmpMqnkOZ57WyYznvaj6zrXXXcjS5cup6RkdhfnOl/dFheX0tPTRVdXJ11dp+nq6iQejxEKhceC8qqqasr6Amgv9tBu946n67il4FPHxx5UhlArQyiVYZSKkDcOIXdOVpJ9FD79GZzBJr639oPs353l9rY4zywOs+rNy3nfivu88TQTAm6t/yh6v/eoDRxDzcZxAkU4wVL2d2ykUktT4ksykA3SbQdZV3sExXVQRzpQM8NknCBtzlqa0mvosZaScReTShfjugoFxQrFNREGj/6Qnl5zrF40TcO2bVRVo0ALUJDKUtDTR2EsTklJGcEVK9FXGF6AvmIlalk53f9uUtCbwMlmUTWN04MneLXnUQiFKTcqMdTDrMoeRHVdXnNWst+3gdai68iWr2VhSZTFxSGKn3+c+pG96LqNZal0lFzHqo9+lORIluHuJMPdSYZyj8M9KbIpGz2gUlgRoqgyRGFuc149TVFnnISaJuwEiC0uoPq9K2atrV2tgfh/B74K/AlwCPgW8I+maf7tNA8x64H4mVM+zRTXdek6Poy58zRdx4dZYBRj3FRNeW30nEGX2v4qiccUghvSFCR/cFYv+MSA2z55Aqu5GfvkCZzTnaBpKJEozvAQB5fUcE1rJ8mFtfSUlDCSSZJwMyQ1l4RPxVUVQuksRck0hck0hckMhck0mWAVHYtu5XTFFmzVTzL2jxREfhOt5ln662pJtI2Q0lMcKjhEX3EfK0tWTVoZrDTgnZQnBa657q/RwHVZ4QqODR/lQH8DBwb2caB/P27cYVN8M2WDpRRFImwdqKOmP8NQz7McqXkPttqE5i5nW9H/JvrgV8am1bIyNonBNMmuJFZnArcvhTqcwZ+0CNkuOmC5LiqMTZsWJcgIcb5f8ixuxo+u6ETqC7j+2q2sqVyHppwdFMzU4Maurs4ZmTZwNBgZ7VnMVzBytXHaY5z80Wts1xpyecwab3M2UPueLbPe4zoTZmpWm5nuib7cjo/L6W2dKZdbt07LCNYvT+HGsl6qj+p9mJUlUZSQfsHge6KZuNsAXqrNk0/+5JLSmGbSxdZtLDZCd/fpCcH5aSwrS6EbIkWWDBZRN8ANrkH4liX4ikPoIw76oI3eb6H3ZVEGsyhabmDwaIBe7id68h/J7LE46m7hSf9B7s5cQ13oJIUrzg647dKVWCUrvMdSA7t0BU64Cv30bnj0WeLZ28bOQWHfCygP3DF2LlPSw6ixdrSRduzBNtrbmhjqaiaQ6KbYDZLNlNFn1dGTrSfjrMTNPo/jexuDNrhOCtfuwbF7cOxuXLsb1/bu3ipqCapWjqaWoislLAguYENxGdqEGMRyshwc3gt+jZTmIx0oxAmXoRdWEA378fk0VE3JbSqqphA6MoCVOM32QAN3pjfguGUcTDlTB9ylAYqiOgFFgYQF8Sxu3MLpTuA0j9AxYWxDNaUEHlwxa5/rqy4QNwyjEDgNfMM0za/k9r0NeASoME3TOt/f58xqIJ795SnsA92MkKSAENq6ygvmkE3FbXiVvS/vYeO263DWbqbtgDcAc6QvRd3GclZuraKw4vy3WyIvfoWjB3vwJ36TVODrGPETDC79LNmexFkBt12zkFjNQgZKKuiJFnNaD3Ea6BjopyhymJrgNdhdhynsj4OikIgUkCkuhvJi9OoSgjUlRAt0QmRxkwncZAIlkcJNJVGSSapfaKJPv5mTy7NEhyxihRqxaJxAXRhj2WrWlKxlcWQJqjL1iWFi4BoK+0kmMucMXB3XoTXWwoGBfTR27CN2YpiqgSqi+NmWXoPPVXgquJ87U+sIxVO42X3oSiE+tQSfXorPX46qBXHsJJnEabLxTqxYB3asE2uoHSWymIqNn6TTF+NJ/16W2OW0q/0EQxqbb7yFNavWzdgUhBcyU9MGgheMhDLujF9AvpFZjX386IUf06eMfweVuQXcf9t70NfObq/gXDOTPdH5nqVqrrBbR7B+fNybAWYCpbYAbUP5eYPvSceZgbsNM5XGNBc4jsPAQB8Hn/41jf3HcBUXXAhqflyfQiaT4cwYS1VUdF3Hp+j4XA3dVvFZqvcchXZ1gDQWYdfPRruWglAPweIC/JEyAoXV+KNl+Pw+0BRQVe9RU1A0xVsc7vkW2pXh8d55CtEfWHXBcT2nBpP87GAXTzWe4t7UE7zfqqNdWTkWAC9wjxIveZ5uKlHSDr5sEJ8dwu9EUe0CFKcIlSJ8ShFBrQBFUccGB49eFOAy6f/YUcHWVCxVwVYVLBUsFLIKZFHQbJvyZJon/LsZVOIUuiFutFaSqgjgBlwcK0s2lSabyZLNZsjaFlnFJqvYWJpDVs09dywydpYsXsdUmRvlPvdGfG9dPGtjPq7GQPwu4BfAatM0j+T2qcAQ8DbTNHdN4zCzFog77THS/2nSqQ6NX405xbC1DKtQwbYzWJa3ZbNpLCtFNpsmm0mRzabIZpJk0kmq2gpxg2VsDzRyZ2odqZFB9o8cIFKoEo1Y6GTAzqLYWRQrC1YWxbJQrAxYFmrWQs1mWFhyF+ny1V7QmVyLr6uJQz3biYWDJAIaGU3DRUF1FTRX9boIFAVLU8j6XLI66I6KUlKP6/OjZDMMOCdpX2ihqzq6q6OjozH6qKK53qOKhuZ6AyoVV4WERiCtAw64GmUrV/K+O++5pHq+lJNuS18zu3e8RM+pXlxcHFyiboBr7Tps1yLuDpEkRoo4aTVNRs3gaC5oOorqbSgaiqqhKBraAAz4HGwcdDS2JArY+OWPzfoJZqanDZSAZmZNZ8aHN7KZ6omWduu5EoNPL7VuZyqNaa4434UFeBcv2WyGbDab2zJnvc6kM2QPHaV3wKJF7cdVXBQXCtwgjuqSUiwsd8LdTVQC+AgoPgKuz3vu6gQcbzuseYNpI26ADXYdLi626uJoYGsujgqO6uJoLo6S+5mSe45DOhGDFPSow1g4+NFZYpeBohLAT8jxzuyapqMFA/giQUIFIQKFIfyFIfSIinLwBdSmlXTpcZ707+XOzLUU2QH0a7uI124iGUuQjidIJZKkU7kUpkyadCZNykqTdjKknQz2xKtHF3RUAqofn+4b2/wBPz5/AF/Qjy8UwBcK4Pf78fn8+Hw+9GGbvl0neF09kbc7kOcLxOfrRL4LgRQwlsBkmqZjGEYbsAKYTiA+a5TmI4DFDv0wuPCkby8+NJTXLy44O1TYTZZOcGF74AC+gIZSXk4C6Jnwexe6tNqPQ5b94MLTwUaoBepuvfD7UBVUVSWkaSSycXRHR0HB8fsJ+Gp5i16Hqmpomrd5z9WxfWe/VnmpYReOYqOiYitZWjqO4rp3z1rgWltWz8LlhRw++Qov6UdyV+9p9mkthIuiaNEAqhpG01SiY+/BK/uZ70lVVXbu+zX+rIuCQoYsz1QMs3FW3slkuqpzz+J35uFfFtNRsXoJt5rXnTXjQ8Xq+ZkjPtPUhRGQuy8zRin2M9WZYaoVOa+0srIK3vzmO85KB7nQnPlzVU9PF729PZMuLLwZWbqorKxG13V0XSd0oXGBusJ/vrjH61UHXMVboOh9N2+Ga7fk5oRPk0olJ+Tbjz9Pp1PEB2J0tHcTJw0KxElzQG8lWBhB8+toaKiKguqqaHiPKgqao+JzFVQnt7lB4m6cLoZAgaxrk1EsAkVREhGFITJkXQvLzl1MpDJkhrPYrWckI4S7vWbnwtP+fd6+o6Cf6Jg0oDcYDBIojFAaLJs0qNc37PKrHb9kSM1d8ClQ6IR58J0fvKiZu1zX5bV9r2KnvaDeUmxeCR+nbsGbpn2MK2m+BuIhYNA0zTO/WeLAtD/NxcWzM99uOtjDcVRSSiY3H7PKuuxiYs5x4kE1N3+394HwZnv1eqNBQUVBcVWKMn5cimnwtWIrDqqrsj67GH9kmMGqMlx/GMXnR1F83gdN0VDRUBQFdUKvW6Sjk5HuOPt07ziaq7LJqmPlxgqiN208I4ieGFSrY8Hxwd5G/u9DD1GcKYZciVNKkq33beWa8rXTrpeDvY0k9w0SwDuOhkbW6qPDbr6o44zSNPWS/k/NwqMc0Fpxcl+A5L4Ab71tK8b6DdM+zsHeRpL7x9+PinpZ72cuudS6Fed2y8fvItM6jDuQRikJ4F8iA2BnmrTbnOIww80xkq93j+V2hzZXUnjNpQe/l1O327bdeMn/7lxTUFDL3Xe/Y1IKiqIoLFtWe1HjIzpWrKDvpRfR3PFOqD41TmLFChZMs55d1+W73/g/XjclgAKBUJBP/O6nL6pzK31yiO99/3tj50RXcYmrGR68710Eas+9sqzjOGQyGTIZr9e/5ed/x/Y2HzYaOjbvWppl+QN/NmkxpfPp6OhgaGfCuzOf06/GSJda066T0eP0pQfRNW/QK4pCX3qQZHKIBQvOvdr3bJmvgXgamCoPPI0XpE/LbN2yVGtK+VXwZazcLRZbcTjob+WT992Gs/D6aR3DbXiVH+x4HVsZP8YJvYf3Xb8ZZcOWaZel+YjG/mdemnScJq2LiqoVFOteD5TjeJtluXjVPLmq1d4AxZniSQsAlWRKUHsDDOrTr9OZOs6oS71V6vgjDKjxSR/2ATWO449c1PFm+v3MJXKL/wop1CleUsjgYIKE1O+Mk3Y7wc3V+OoLxlJ+nIUX9/12JqnbcfX1xln7RkbSU/zmuQUCBd6dgraT+JJJsqEQyuI6AoGCaddzd/dpelMD3gVAbtGmnuQAx441X1TaT3emj34lNumc2KeM0JLuo3JwOvOI66iqxmvJxdi5+/UWGr8arqFqJI2iZC7w957ROnEG0rgJCyWso5YELqpOJh7nzLENF3ucy5FLTZnSfA3Eu4FqwzA00zTtCfvL8HrF55RXUg5JbMBFdbwBCklcXknZTDeE3l1gM6CMBoveJ6xfibO7wJr2MQCCxSVTBp3BC6yAN1FlRfWUtxYrKy4uv2+mjnO5Rstx5od9vr4fIYSYiqT8zF2aprFmzXpYs/6SL3JmKu1n9DhnnhMv5jgXStmZjrE6uUwTjzMXLyDnayDegFf2G4GdAIZhFOHlh3fkr1hTW79kE8evbYJELz4nQVYNQ7ic9Us2XdwxNjQR6o0RSDqkQyrJ8uhFHQNmJui8Eh+OfLra3o8QQog3nrl0LrvaxgJcSfNy1hQAwzBeA7qAe03TdA3D+Crwp0C1aZo95/1jz1W5oM8bmdTtlSN1e+VI3V45UrdXjtTtlSN1e+Xkq26vxllTAL4APAfsMAyjC/gN4JvTDMKFEEIIIYTIqwvP4D9Hmab5ErAVGMSbgO9LuU0IIYQQQog5bz73iGOa5h7gHfkuhxBCCCGEEBdr3vaICyGEEEIIMZ9JIC6EEEIIIUQeSCAuhBBCCCFEHkggLoQQQgghRB5IIC6EEEIIIUQeSCAuhBBCCCFEHkggLoQQQgghRB7M2yXuZ8Ab9o0LIYQQQohZddUtcX+5pqwQIYQQQgghZoOkpgghhBBCCJEHEogLIYQQQgiRBxKICyGEEEIIkQcSiAshhBBCCJEHEogLIYQQQgiRBxKICyGEEEIIkQcSiAshhBBCCJEHb+R5xGeNYRgK8BXg04AGfBv4c9M0nbwW7CpgGMY2YOcUP1pnmmbjbJfnamAYxmrgFWC9aZonJ+y/BvgH4DrgAPAJ0zQP5aWQ89R56nY7cMcZv/5j0zTvn8XizUuGYZQB3wLuAULAHuBTo59/abeXbhp1K+32MhiGcSPwm0AZsBf4lmma8dzPpN1ehgvU7Zxqt9IjPju+Cvx34JvAJ4CPAF/Ma4muHpuBI8CWM7amfBZqvjIMYxHwU6DgjP0VwHNAEHgAeBl4xjCMolkv5Dx1rrrN2YT3nTCxDf/+7JVuXnsUeAvwl8B/A5YATxqGEZR2e9nOWbe5n0u7vUSGYbwdeAGIACeBzwPPGoahSru9POer29yvzKl2Kz3iV5hhGIXAHwJfM03zr3P7MsAjhmH8b9M0rbwWcP7bDLxmmubufBdkvsv1wGwH2oDlZ/z483gnhXtM0+wHnsrdjfgk8LezWc756Hx1axhGHV6vzU9M0zwx+6WbvwzDuB3YincHrCm3rw34WW7/7Ui7vSQXqlvDMJqRdntJcgHhPwJ/aprm/8rtewJ4Ea8H/F1Iu70kF6pbwzC6mWPtVnrEr7yb8G7pfX/CvmfxLoK25KVEV5fNwKv5LsRV4hbg63gXjme6HXgyd1IY9Thn394TUztf3W4GeoHmWS3R1eE1YMtooJjTm3v0I+32clyobqXdXrow8DW8tJ9Rp3KPIaTdXo4L1e2ca7fSI37lLQRSgDm6wzRNJ9ezsALYla+CzXeGYUSA1cBvGobx54AP73bel03TPJrXws1P3821zdum+NlCvBPBRCfx2rC4sPPV7RbAARoNw1iG12v+T6ZpfmM2CzgfmaY5BAydsftuIIt3gS7t9hJNo27/AGm3l8Q0zRjwndHXuV7cLwPtwK+RdnvJplG3f8Yca7fSI37lhYBB0zTdM/bHgYo8lOdqshlv8Oth4P14t+1W4+XS+fJZsPnoAoOHQ0D/GfukDU/TBer2eiCDN4bkHuAJ4OuGYfz2bJTtamIYRjleLvO/mKY5gLTbGTNF3Uq7nQGGYXwK7xz2IHCXaZpppN3OiHPU7Zxrt9IjfuWlganywEc/bOLSNQDXmaa5Z3SHYRh78T547wJ+lKdyXY2masfShmfGZ4Ah0zQ7c69/aRhGFfC7TOjZEdPyHbx2+qe519JuZ86ZdSvtdmYcBH4J/BbwWbzZ1aTdzoyp6nbOtVvpEb/yuoFqwzC0M/aX4V3hiktkmubwxCA8t8/Eq/ON+SnVVasb73bpRNKGZ4BpmkcmnBRG7QDWGIYRyEeZ5qNc79e7gY+bptmd2y3tdgZMVbfSbmeGaZo7TdP8DPAO4LcNw3gr0m5nxFR1OxfbrQTiV14D3p2HG0d35KYgWgF05KlMVwXDMOoNw9h4xj4fUAjIiWBmNeANOJxoC9KGL4thGD7DMN5uGMaZdyfLAAVvUJy4gNycwX8P/K1pmj+Z8KMGpN1elqnqVtrt5TEMQzMMY+nEfaZpPgcM46VXNiDt9pJcoG7XzMV2K4H4FZZbtGM38Ee5hX0Afg/vP/25fJXrKvEp4HsT6hXgvXi3717OT5GuWo8Cb8mdlDEMowRvsYRn81qq+S+ENyjr3tEdhmH4gQ8AB0zTHMlTueYNwzAMvDzPHZw9K42028twnrqVdnt5VgNNhmFsGN1hGEYNEMWbzUPa7aU7X922MgfbreSIz44v4AXdOwzD6AJ+A/imaZo9+S3WvPevwOeAHxuG8TO8uwxfwJt266f5LNhV6BfAU8DThmH8BLgZb5aav8lrqeY50zSHDcN4CPjn3Aj+Ebx8xlXAe/JZtvkg17P1GF5b/Gtgoxc7Al7vobTbSzSNupV2e4lM02zMre74E8Mw/ghvOr2vAo14wXYGabeX5AJ1+xRzsN1Kj/gsME3zJbyFEQaBWuBLuU1chtz8tu8AFuNN4P8BvC+qN8lCSTMrN+vPfXhzYV8D7ANuNE2zNZ/lukp8HvgPvB7HrwNJYJtpmo/nsUzzxTpgDVAEPI13ET66fUra7WU5b90i7fZyvQ+vXr8JPAycAN5mmmZa2u1lO2fdMgfbreK6Z86qJ4QQQgghhLjSpEdcCCGEEEKIPJBAXAghhBBCiDyQQFwIIYQQQog8kEBcCCGEEEKIPJBAXAghhBBCiDyQecSFEOINwDCM24Dnz/Vz0zSVCb/7W8BDE/cJIYSYeRKICyHEG8Nh4MO553cAH8FbAKt3it99ccLvCiGEuEJkHnEhhHiDMQzjc8DfA/WmaZ7Mc3GEEOINS3LEhRBCCCGEyANJTRFCCDHJuXLEDcN4AegERpfg/g9gO/APwAhwr2mah3K/+wDwVWAF0Az8tWma/3dW3oAQQswT0iMuhBDiYtwPJICfAx8H/hfwV0AV8EkAwzA+DDwC7AJ+F3gFeCgX4AshhMiRQFwIIcTFME3T/ATwz7nXv2+a5jeB/UCJYRgq8DXg+8CfAI8DXwZ2A78z+8UVQoi5S1JThBBCXIyG3GPmHK8NoAZv1pUzZ16JXcmCCSHEfCOBuBBCiIthXeB1We7xfwAvn/EzmaZLCCEmkEBcCCHETOrLPXaZpvns6E7DMBYBiwzDUE3TdPJTNCGEmFskR1wIIcRMMvFmVnnQMIyJs678C/CIBOFCCDFOesSFEELMGNM0HcMw/hh4CHjaMIz/AjYDdwKfyWvhhBBijpEecSGEEDMqN1/4+/EGbf4dcDPwSdM0/ymf5RJCiLlGlrgXQgghhBAiD6RHXAghhBBCiDyQQFwIIYQQQog8kEBcCCGEEEKIPJBAXAghhBBCiDyQQFwIIYQQQog8kEBcCCGEEEKIPJBAXAghhBBCiDz4/+hNaNniA9hBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(df2['朝阳区'], '-*',label='朝阳区')   \n",
    "plt.plot(df2['南关区'], '-o',label='南关区')\n",
    "plt.plot(df2['宽城区'], '-^',label='宽城区')\n",
    "plt.plot(df2['绿园区'], '-+',label='绿园区')\n",
    "plt.plot(df2['长春新区(高新)'], '-x',label='长春新区(高新)')\n",
    "plt.plot(df2['经开区'], '-+',label='经开区')\n",
    "plt.plot(df2['净月区'], '-o',label='净月区')\n",
    "plt.plot(df2['汽开区'], '-^',label='汽开区')\n",
    "plt.legend(fontsize=13,framealpha=0)\n",
    "plt.xlabel('Time',fontsize=18)\n",
    "plt.ylabel('感染人数',fontsize=18)\n",
    "plt.xticks(fontsize=17)\n",
    "plt.yticks(fontsize=17)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d223a120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>区域</th>\n",
       "      <th>全市总计</th>\n",
       "      <th>九台区</th>\n",
       "      <th>长春新区</th>\n",
       "      <th>净月区</th>\n",
       "      <th>绿园区</th>\n",
       "      <th>朝阳区</th>\n",
       "      <th>经开区</th>\n",
       "      <th>双阳区</th>\n",
       "      <th>宽城区</th>\n",
       "      <th>南关区</th>\n",
       "      <th>汽开区</th>\n",
       "      <th>二道区</th>\n",
       "      <th>莲花山区</th>\n",
       "      <th>公主岭市</th>\n",
       "      <th>德惠市</th>\n",
       "      <th>榆树市</th>\n",
       "      <th>农安县</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3月6</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3月7</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月8</td>\n",
       "      <td>10</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3月9</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3月10</td>\n",
       "      <td>21</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>4月9</td>\n",
       "      <td>703</td>\n",
       "      <td>11.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4月10</td>\n",
       "      <td>743</td>\n",
       "      <td>25.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4月11</td>\n",
       "      <td>570</td>\n",
       "      <td>50.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>4月12</td>\n",
       "      <td>801</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4月13</td>\n",
       "      <td>621</td>\n",
       "      <td>42.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      区域  全市总计   九台区  长春新区   净月区    绿园区   朝阳区   经开区  双阳区    宽城区   南关区   汽开区  \\\n",
       "0    3月6     5   2.0   0.0   1.0    1.0   0.0   1.0  0.0    0.0   0.0   0.0   \n",
       "1    3月7     6   0.0   0.0   2.0    0.0   1.0   1.0  0.0    0.0   0.0   0.0   \n",
       "2    3月8    10   7.0   0.0   0.0    0.0   0.0   0.0  3.0    0.0   0.0   0.0   \n",
       "3    3月9    25  15.0   4.0   1.0    2.0   0.0   0.0  0.0    1.0   0.0   0.0   \n",
       "4   3月10    21  18.0   0.0   0.0    0.0   0.0   2.0  0.0    0.0   0.0   0.0   \n",
       "..   ...   ...   ...   ...   ...    ...   ...   ...  ...    ...   ...   ...   \n",
       "33   4月9   703  11.0  16.0   6.0  190.0  22.0  48.0  0.0  323.0  62.0   2.0   \n",
       "34  4月10   743  25.0  13.0  21.0  227.0  32.0  36.0  0.0  272.0  55.0   0.0   \n",
       "35  4月11   570  50.0  11.0  24.0  158.0  29.0  48.0  0.0  151.0  55.0   3.0   \n",
       "36  4月12   801  18.0  55.0  20.0  104.0  71.0  67.0  0.0  337.0  53.0  15.0   \n",
       "37  4月13   621  42.0  32.0  26.0  108.0  20.0  33.0  0.0  287.0  10.0   9.0   \n",
       "\n",
       "     二道区  莲花山区  公主岭市   德惠市  榆树市  农安县  \n",
       "0    0.0   0.0   1.0   0.0  0.0  0.0  \n",
       "1    0.0   0.0   1.0   1.0  0.0  0.0  \n",
       "2    0.0   0.0   0.0   0.0  0.0  0.0  \n",
       "3    0.0   0.0   0.0   0.0  2.0  0.0  \n",
       "4    0.0   0.0   1.0   0.0  0.0  0.0  \n",
       "..   ...   ...   ...   ...  ...  ...  \n",
       "33  18.0   0.0   2.0   2.0  1.0  0.0  \n",
       "34  54.0   0.0   1.0   2.0  3.0  2.0  \n",
       "35  28.0   0.0   0.0  10.0  3.0  0.0  \n",
       "36  51.0   0.0   1.0   7.0  1.0  1.0  \n",
       "37  45.0   0.0   1.0   2.0  6.0  0.0  \n",
       "\n",
       "[38 rows x 18 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = pd.read_excel('C:/Users/lenovo/Desktop/新冠疫情人数变化.xlsx','Sheet3')\n",
    "df3 = df3.replace(np.nan,0)\n",
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8e6ebc07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(df3['朝阳区'], '-*',label='朝阳区')   \n",
    "plt.plot(df3['南关区'], '-o',label='南关区')\n",
    "plt.plot(df3['宽城区'], '-^',label='宽城区')\n",
    "plt.plot(df3['绿园区'], '-+',label='绿园区')\n",
    "plt.plot(df3['长春新区'], '-x',label='长春新区')\n",
    "plt.plot(df3['经开区'], '-+',label='经开区')\n",
    "plt.plot(df3['净月区'], '-o',label='净月区')\n",
    "plt.plot(df3['汽开区'], '-^',label='汽开区')\n",
    "plt.legend(fontsize=13,framealpha=0)\n",
    "plt.xlabel('Time',fontsize=18)\n",
    "plt.ylabel('感染人数',fontsize=18)\n",
    "plt.xticks(fontsize=17)\n",
    "plt.yticks(fontsize=17)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "441978d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.to_excel(\"C:/Users/lenovo/Desktop/无症状感染者人数（分区）.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a8e269b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>小区编号</th>\n",
       "      <th>小区栋数</th>\n",
       "      <th>小区户数（户）</th>\n",
       "      <th>小区人口数（人）</th>\n",
       "      <th>小区横坐标</th>\n",
       "      <th>小区纵坐标</th>\n",
       "      <th>街道编号</th>\n",
       "      <th>所属区域</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1060</td>\n",
       "      <td>2417</td>\n",
       "      <td>57.90250</td>\n",
       "      <td>62.132333</td>\n",
       "      <td>C0035</td>\n",
       "      <td>宽城区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>4171</td>\n",
       "      <td>9080</td>\n",
       "      <td>51.79225</td>\n",
       "      <td>61.606667</td>\n",
       "      <td>C0048</td>\n",
       "      <td>宽城区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>480</td>\n",
       "      <td>1333</td>\n",
       "      <td>54.80225</td>\n",
       "      <td>54.881000</td>\n",
       "      <td>C0010</td>\n",
       "      <td>宽城区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>1093</td>\n",
       "      <td>2658</td>\n",
       "      <td>54.21575</td>\n",
       "      <td>67.842333</td>\n",
       "      <td>C0053</td>\n",
       "      <td>宽城区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>1330</td>\n",
       "      <td>3033</td>\n",
       "      <td>56.73050</td>\n",
       "      <td>61.479333</td>\n",
       "      <td>C0035</td>\n",
       "      <td>宽城区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>1405</td>\n",
       "      <td>5</td>\n",
       "      <td>231</td>\n",
       "      <td>908</td>\n",
       "      <td>25.50975</td>\n",
       "      <td>34.506333</td>\n",
       "      <td>I0032</td>\n",
       "      <td>汽开区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>1406</td>\n",
       "      <td>4</td>\n",
       "      <td>267</td>\n",
       "      <td>744</td>\n",
       "      <td>35.64725</td>\n",
       "      <td>40.527333</td>\n",
       "      <td>I0008</td>\n",
       "      <td>汽开区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>1407</td>\n",
       "      <td>2</td>\n",
       "      <td>185</td>\n",
       "      <td>727</td>\n",
       "      <td>26.07375</td>\n",
       "      <td>36.628333</td>\n",
       "      <td>I0008</td>\n",
       "      <td>汽开区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>1408</td>\n",
       "      <td>3</td>\n",
       "      <td>115</td>\n",
       "      <td>320</td>\n",
       "      <td>33.62550</td>\n",
       "      <td>36.866000</td>\n",
       "      <td>I0008</td>\n",
       "      <td>汽开区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>1409</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>134</td>\n",
       "      <td>45.32250</td>\n",
       "      <td>42.283000</td>\n",
       "      <td>I0007</td>\n",
       "      <td>汽开区</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1409 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      小区编号  小区栋数  小区户数（户）  小区人口数（人）     小区横坐标      小区纵坐标   街道编号 所属区域\n",
       "0        1    11     1060      2417  57.90250  62.132333  C0035  宽城区\n",
       "1        2    37     4171      9080  51.79225  61.606667  C0048  宽城区\n",
       "2        3     3      480      1333  54.80225  54.881000  C0010  宽城区\n",
       "3        4    19     1093      2658  54.21575  67.842333  C0053  宽城区\n",
       "4        5    15     1330      3033  56.73050  61.479333  C0035  宽城区\n",
       "...    ...   ...      ...       ...       ...        ...    ...  ...\n",
       "1404  1405     5      231       908  25.50975  34.506333  I0032  汽开区\n",
       "1405  1406     4      267       744  35.64725  40.527333  I0008  汽开区\n",
       "1406  1407     2      185       727  26.07375  36.628333  I0008  汽开区\n",
       "1407  1408     3      115       320  33.62550  36.866000  I0008  汽开区\n",
       "1408  1409     1       48       134  45.32250  42.283000  I0007  汽开区\n",
       "\n",
       "[1409 rows x 8 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.read_excel('C:/Users/lenovo/Desktop/小区数据.xlsx')\n",
    "df1 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bdbbe7a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "a1=pd.DataFrame(df1.groupby(\"所属区域\")['小区栋数'].sum())\n",
    "a2=pd.DataFrame(df1.groupby(\"所属区域\")['小区户数（户）'].sum())\n",
    "a3=pd.DataFrame(df1.groupby(\"所属区域\")['小区人口数（人）'].sum())\n",
    "a4=pd.DataFrame(df1['小区栋数'].groupby([df1['所属区域'], df1['街道编号']]).sum())\n",
    "a5=pd.DataFrame(df1['小区户数（户）'].groupby([df1['所属区域'], df1['街道编号']]).sum())\n",
    "a6=pd.DataFrame(df1['小区人口数（人）'].groupby([df1['所属区域'], df1['街道编号']]).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bba883d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "a1.to_excel(\"C:/Users/lenovo/Desktop/1.xlsx\")\n",
    "a2.to_excel(\"C:/Users/lenovo/Desktop/2.xlsx\")\n",
    "a3.to_excel(\"C:/Users/lenovo/Desktop/3.xlsx\")\n",
    "a4.to_excel(\"C:/Users/lenovo/Desktop/4.xlsx\")\n",
    "a5.to_excel(\"C:/Users/lenovo/Desktop/5.xlsx\")\n",
    "a6.to_excel(\"C:/Users/lenovo/Desktop/6.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2020fd31",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cd47600",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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